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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411204	CLM	Helen Robinson	1996-03-10	UHC-80098-32	6532054941	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414709	CLM	Tyler Jones	1946-04-21	—	4602508316	4500 Indian School Rd, Phoenix, AZ, 85069	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-412136	CLM	Catherine S Willis	1999-05-16	UHC-35606-69	9474875647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-414569	CLM	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	5572 Maple Ave, Miami, FL, 33133	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423495	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-407787	CLM	Sctt L Cooper	2008-02-08	—	6823677988	—	0.80	Phone reformatted SSN last four extracted Plan code upper-cased Placeholder values cleared
CLM-412736	CLM	Jeffrey Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426382	CLM	Shirley Soto	—	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.80	Date of birth reformatted Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-426383	CLM	Shirley Soto	—	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.80	Date of birth reformatted Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-416656	CLM	Judith G Simpson	1986-04-27	—	9284809622	2933 Pine Dr Apt 20, Tempe, AZ, 85207	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-401943	CLM	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-415808	CLM	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421415	CLM	Timothy Santiago	1997-05-10	UHC-53349-30	5946475266	720 Church St, Tampa, FL, 33634	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400094	CLM	Christian Contreras	1983-07-26	UHC-20548-27	9612516939	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409238	CLM	Maria Rice	1976-04-12	—	4768451056	7225 Desert Sky Blvd, Houston, TX, 77004	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411758	CLM	Jacqueline Soto	1959-08-05	UHC-59864-67	3265729943	5178 Camelback Rd, Sacramento, CA, 95869	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412799	CLM	Aguilar Amanda	1999-07-14	UHC-57660-55	6564890302	4164 Broadway # 934, Tampa, FL, 33658	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-403815	CLM	Jesse Y Alvarez	1939-04-07	UHC-20741-25	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-405776	CLM	Lauren Little	1958-04-28	—	4886152124	3382 Forest Ave, Minneapolis, MN, 55411	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-405777	CLM	Lauren Little	1958-04-28	—	4886152124	3382 Forest Ave, Minneapolis, MN, 55411	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-401611	CLM	Sndra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402582	CLM	Philip S Crawford	1964-08-16	—	3057207867	9494 Maple Ave, Los Angeles, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-428261	CLM	Bryan Parry	1991-09-11	—	8836117091	3050 Ocean Ave, Austin, TX, 78733	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424041	CLM	Ruth Z Fox	1997-01-01	—	4542466460	—	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402157	CLM	Luis Sullivan	1943-02-09	—	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412580	CLM	Shirley Sanchez	1948-12-12	—	2574594279	5839 Apache Blvd, Fresno, CA, 93740	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421061	CLM	Jeremy P Medina	1968-03-23	UHC-39305-53	5679781610	3971 Mesa Dr, Sacramento, CA, 95846	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408006	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-408007	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-404643	CLM	Sean C Torres	1939-04-18	—	6906765655	1225 Park Pl, Las Vegas, NV, 89121	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426535	CLM	Elijah Murales	1950-03-08	UHC-10705-85	5423397098	7332 Forest Ave, Columbus, OH, 43216	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407512	CLM	Larry Walker	—	—	8292067126	4859 Cedar Ln, Austin, TX, 78790	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431125	CLM	Philip Day	1968-03-15	—	7288814564	6956 Washington St, Miami, FL, 33119	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415644	CLM	Austin Johnson	2008-01-03	—	3726102415	517 Mountain View Dr, Minneapolis, MN, 55440	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409056	CLM	Aisha Long	1986-12-18	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405624	CLM	Timothy Y Howell	1953-09-28	—	5526915775	7581 Meadow Ln Apt 7, Dallas, TX, 75233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-417764	CLM	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-431525	CLM	Melissa M Dominguez	1955-10-15	UHC-07165-11	9855304738	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405159	CLM	Alexis Fox	—	UHC-32649-36	6754596565	7627 Indian School Rd, Gilbert, AZ, 85200	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-423515	CLM	Brandon Williamson	—	UHC-93009-32	4479734660	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425962	CLM	Gary Carr	1983-03-01	UHC-96382-92	2692889049	6154 Indian School Rd, Los Angeles, CA, 90036	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-404880	CLM	Gary Burton	1988-01-22	UHC-41264-81	3255307505	4869 Church St, Gilbert, AZ, 85252	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-404602	CLM	Russell Elliott	2002-09-26	UHC-72403-52	7635165615	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-431551	CLM	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413929	CLM	Harold Rmos	1978-08-26	UHC-42336-85	2087905762	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431078	CLM	Sharon Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-424112	CLM	Thomas Lee	1944-08-16	UHC-50821-71	5962111858	—	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-401504	CLM	Kimberly Miller	2002-12-17	UHC-03074-28	5977327599	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407120	CLM	Frank K Bowman	1976-05-12	UHC-05898-40	8403412160	520 Lake View Rd, San Diego, CA, 92106	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420067	CLM	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.80	Two-digit birth year Phone reformatted Address re-cased Placeholder values cleared

11,960 rows, page 163 of 240Previous Next