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-414986	CLM	Eric Cooper	1969-04-02	UHC-23594-28	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-420647	CLM	Ralph Nichols	1962-06-14	—	4305989682	5689 Lincoln Way, Chandler, AZ, 85269	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431071	CLM	Anggela Hughes	1940-09-03	—	—	7322 Church St, Houston, TX, 77075	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431393	CLM	Joan Ruiz	1955-05-01	UHC-01996-90	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-410834	CLM	Albert Lucas	1979-10-06	—	—	8067 Lincoln Way, Eden Prairie, MN, 55337	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413360	CLM	Ronald Padilla	2001-08-28	—	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428339	CLM	Arjun W Rios	1946-05-07	UHC-87030-13	6252517938	5830 Desert Sky Blvd, Phoenix, AZ, 85019	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-412398	CLM	Scott Gilbert	1940-05-12	—	2482628548	1979 Pine Dr, Houston, TX, 77078	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412399	CLM	Scott Gilbert	1940-05-12	—	2482628548	1979 Pine Dr, Houston, TX, 77078	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415797	CLM	Sarah Boyd	1957-01-08	—	—	4852 Elm St, Los Angeles, CA, 90079	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423850	CLM	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd # 798, Mesa, AZ, 85227	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-431449	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-404926	CLM	Jonathna McCoy	2006-02-22	—	6152772005	6840 Ridge Rd, Phoenix, AZ, 85056	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409700	CLM	William Walsh	1983-03-25	UHC-07070-34	—	8684 Spring St, Mesa, AZ, 85296	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429862	CLM	Sara Murphy	1953-07-01	—	—	8753 Palm Dr, Plano, TX, 75082	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
CLM-415335	CLM	Laura Rogers	1941-06-08	UHC-88922-66	—	2821 River Rd, Tempe, AZ, 85203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409897	CLM	William Bnaks	1961-03-01	—	—	6816 Spring St, Los Angeles, CA, 90031	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422537	CLM	Gary Garza	1993-03-08	—	—	5827 Indian School Rd, Miami, FL, 33184	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428740	CLM	Kathryn Wilson	1994-04-08	UHC-08465-26	—	4396 Sage Ct, Chandler, AZ, 85243	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422614	CLM	Justin McDonald	1969-02-02	—	3552017981	389 Mountain View Dr, Gilbert, AZ, 85225	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-412355	CLM	Deborah Gilbert	1966-05-12	UHC-22494-09	—	5353 Church St # 186, Minneapolis, MN, 55412	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-417171	CLM	Joe Graham	1951-01-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401029	CLM	David Cotreras	1993-11-13	UHC-93508-57	—	8288 Spring St, Glendale, AZ, 85345	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430958	CLM	Julie Fernandez	1943-02-14	—	6029989492	1927 Desert Sky Blvd, Tampa, FL, 33608	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-418372	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	8189970147	8808 Harbor Blvd, Tucson, AZ, 85745	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-409907	CLM	Pamela Snadoval	1952-10-28	UHC-52330-59	—	7537 Ridge Rd, Austin, TX, 78763	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414573	CLM	Tyler Lawson	1985-04-24	UHC-01679-18	5897583351	8511 Lake View Rd, Tempe, AZ, 85213	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400641	CLM	Billy Jacobs	1959-06-28	UHC-33970-88	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-405743	CLM	Victoria Y Knight	1988-03-18	—	—	3173 Bayshore Dr, Chandler, AZ, 85264	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425292	CLM	Patrick Parker	1986-09-01	UHC-14708-32	4863249088	5982 Bayshore Dr, Tempe, AZ, 85211	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403779	CLM	Dylan Arnold	1964-03-17	—	—	7544 Pine Dr, Jacksonville, FL, 32225	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411805	CLM	Keith J Bell	1942-12-10	UHC-34516-56	—	2197 Oak St Apt 8, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-418676	CLM	Tyler Parker	2008-07-24	—	—	3376 Washington St, Las Vegas, NV, 89147	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413245	CLM	Yuki Sullivan	1941-10-26	UHC-25113-73	8489750296	2742 Camelback Rd, Las Vegas, NV, 89125	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409251	CLM	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA, 30354	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406101	CLM	Bobby Rojas	1945-05-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-431789	CLM	Donald Silva	1940-01-23	UHC-12940-18	6514403019	7928 Union St, Las Vegas, NV, 89128	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428519	CLM	Carolyn Long	1953-09-13	—	7446688772	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424940	CLM	Noah P Allen	1981-06-27	UHC-20780-46	—	2225 Market St # 532, San Diego, CA, 92187	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-406536	CLM	Katte Stevens	1952-12-20	UHC-93932-26	—	7115 Apache Blvd, Jacksonville, FL, 32255	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407808	CLM	Jean Burns	1980-05-17	UHC-41583-14	—	1940 Pine Dr, Tucson, AZ, 85777	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432805	CLM	Carlos Payne	1951-08-07	UHC-13103-96	8973881268	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-406155	CLM	Janet Turner	1938-12-18	UHC-84100-90	5975361492	856 Central Ave, Sacramento, CA, 95879	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409046	CLM	Kathryn Morris	1945-11-03	UHC-54409-02	4239564422	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409502	CLM	Adam Evans	1989-10-10	—	—	812 River Rd, Jacksonville, FL, 32267	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423283	CLM	Elijah Medina	1950-10-18	—	3752726270	7269 Mesa Dr, Denver, CO, 80298	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423756	CLM	Bradley Hughes	1996-05-25	—	6623825604	6130 Lincoln Way, San Antonio, TX, 78234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420738	CLM	Carol Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401707	CLM	Jeremy Harper	1981-01-17	UHC-46303-79	—	5522 Baseline Rd, Los Angeles, CA, 90093	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-407953	CLM	Priya Nelosn	1961-02-03	UHC-65947-09	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared

10,559 rows, page 145 of 212Previous Next