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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413619	CLM	Henry Castillo	2006-10-04	—	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419078	CLM	Danielle King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-410296	CLM	Hirohi Duncan	1997-03-16	UHC-87556-99	—	2411 Sunset Blvd, Tempe, AZ, 85296	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422133	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432662	CLM	Ashley Gonzales	1969-04-18	UHC-33107-55	—	3591 Harbor Blvd, Charlotte, NC, 28285	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423408	CLM	David Barnes	1972-09-09	UHC-38781-88	—	8997 Pine Dr, Charlotte, NC, 28203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432281	CLM	Amanda Bennett	1946-06-10	—	—	5321 Spring St, Tampa, FL, 33637	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409018	CLM	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ, 85215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417372	CLM	Judy Silva	1973-11-13	UHC-25662-39	—	4581 River Rd, Tempe, AZ, 85296	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412777	CLM	Eric Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA, 90027	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-417703	CLM	Austin Collins	1990-05-05	—	7468522077	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-413743	CLM	Jonathan G Brns	1966-05-01	UHC-48027-13	—	8059 Palm Dr, San Diego, CA, 92142	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406026	CLM	Jesse Fields	1948-04-10	UHC-75871-12	—	829 Central Ave, Dallas, TX, 75288	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419541	CLM	Charlotte Dixon	1943-10-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410039	CLM	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-408021	CLM	Carlos Stone	1982-01-01	—	—	3927 Lincoln Way, Atlanta, GA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-417246	CLM	Kimberly A Flores	1976-05-10	—	6688163172	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-431700	CLM	Anna Rice	1938-09-07	UHC-08508-68	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414029	CLM	Isabella Lynch	1992-02-25	UHC-62621-69	2575135798	2274 Canyon Rd, Tempe, AZ, 85236	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-419099	CLM	Julia Alexander	1993-08-02	UHC-68877-99	9676340616	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-403855	CLM	Anna L Armstrong	2002-07-05	UHC-24555-91	4383975442	2216 Willow Ct, Plano, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-408798	CLM	Carlos Jenkins	1959-08-07	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406080	CLM	Lisa Foster	1995-08-24	UHC-72634-68	—	1012 Broadway, Houston, TX, 77058	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427192	CLM	Carol Murray	1967-04-06	—	—	91 Spring St, Eden Prairie, MN, 55327	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409880	CLM	Bruce Alvarez	1981-05-04	UHC-31238-59	2425836681	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-416771	CLM	Josshua Shaw	1977-03-20	UHC-83625-46	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404124	CLM	Albert Kim	1988-09-03	UHC-21636-30	—	2264 Pine Dr, Tucson, AZ, 85784	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-420266	CLM	Arjun Stone	1987-03-17	UHC-35646-80	6575655180	5322 Maple Ave, Columbus, OH, 43203	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-415454	CLM	Valentnia Chen	1948-03-12	UHC-04557-69	—	8989 Washington St, San Antonio, TX, 78245	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428109	CLM	Maria Wallace	1967-03-02	UHC-98629-97	2187065204	3763 Highland Ave, San Antonio, TX, 78266	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-422160	CLM	Paul Romaro	1971-11-27	UHC-28842-64	—	8261 Harbor Blvd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417914	CLM	Judith West	1965-07-26	—	—	9842 Broadway, Gilbert, AZ, 85238	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405726	CLM	Maggie B Obrien	1985-05-03	UHC-19518-51	—	1406 Elm St, Nashville, TN, 37286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406982	CLM	Mary Salazar	1994-01-28	—	—	470 Apache Blvd, Phoenix, AZ, 85077	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403275	CLM	Betty West	2001-09-13	UHC-62994-95	—	7361 Jefferson Ave, Chandler, AZ, 85278	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411956	CLM	Henry Alvarez	1956-09-16	—	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432259	CLM	Arthur Turner	1996-10-25	UHC-79544-73	—	3704 Mountain View Dr, Gilbert, AZ, 85271	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406122	CLM	Logan Thompson	1942-05-19	UHC-52807-74	5892928123	6607 Park Pl, Las Vegas, NV, 89177	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412411	CLM	Andrew Fostr	1955-10-12	—	—	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406445	CLM	Abby A Vazquez	1966-07-01	—	—	8198 Mesa Dr, Jacksonville, FL, 32255	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408667	CLM	Ruth I Fisher	1968-10-20	UHC-47109-24	—	5096 Broadway # 210, Los Angeles, CA, 90091	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-426512	CLM	Brian Carpenter	1975-09-10	UHC-74079-84	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-422327	CLM	Christian Carroll	1962-11-16	—	—	6351 Canyon Rd, San Antonio, TX, 78291	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413716	CLM	Denise Hayes	2007-04-27	UHC-92115-37	—	4768 Mountain View Dr, San Antonio, TX, 78254	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
CLM-427668	CLM	Josua Hudson	1955-09-05	—	—	3049 Park Pl, Glendale, AZ, 85344	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402451	CLM	Bevverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave Apt 37, San Diego, CA, 92180	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-405264	CLM	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412915	CLM	Robert Bradley	1977-07-08	—	—	3063 Desert Sky Blvd, Fresno, CA, 93728	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405315	CLM	Samuel Diaz	1954-09-13	UHC-54213-52	—	1684 Oak St, Atlanta, GA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415015	CLM	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared

13,120 rows, page 166 of 263Previous Next