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-402045	CLM	Brian Wong	1946-09-25	—	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413162	CLM	Kimberly O Collins	1948-01-07	UHC-43484-93	7996145579	7110 Grand Ave, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427802	CLM	Debra Q Singh	1993-07-11	—	4242360970	1303 Maple Ave, Mesa, AZ, 85264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416686	CLM	Melissa Holmes	1950-12-25	UHC-70244-48	5407880357	7566 Spring St, San Antonio, TX, 78203	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416056	CLM	Raymond Morales	1963-01-08	UHC-83339-38	8602309791	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417441	CLM	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403218	CLM	Carl Chavez	1973-09-25	UHC-14542-94	8836732841	5772 Maple Ave, Gilbert, AZ, 85265	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426774	CLM	Bradley Weber	1991-06-17	—	7224829611	6986 Pine Dr, Miami, FL, 33102	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-413241	CLM	Lisa Mendez	1953-09-05	UHC-19854-24	5005642611	9253 Jefferson Ave, San Diego, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-419429	CLM	Shirley Shaw	1981-11-18	UHC-36002-70	7184181521	2333 Apache Blvd, Jacksonville, FL, 32269	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400823	CLM	Charles C Nelson	1977-04-20	UHC-36461-88	4995412528	1217 Church St, Orlando, FL, 32845	0.78	Middle initial moved out of first name Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420284	CLM	Evelyn Vega	1981-12-09	UHC-27495-63	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428246	CLM	Sophia Morgan	1989-01-15	UHC-42056-24	3636774936	504 River Rd, Houston, TX, 77048	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407130	CLM	Christain Yang	1945-08-10	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417404	CLM	Jeremy Palmer	1947-11-07	—	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-403027	CLM	Jordan F Gardenr	1969-10-17	UHC-58120-60	5216098775	8315 Market St, Phoenix, AZ, 85090	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418044	CLM	Sue L Murphy	1969-07-25	—	3835492958	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428905	CLM	Joyce Mendoza	1971-08-07	—	7199040940	5218 Palm Dr, Mesa, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416604	CLM	Amy Hudson	1939-09-27	UHC-71705-45	9684682806	5584 Harbor Blvd, Tucson, AZ, 85715	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-430740	CLM	Julia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408038	CLM	Scott Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426046	CLM	Roy W Ortega	1952-09-11	—	8275698113	5579 Baseline Rd, Phoenix, AZ, 85054	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413496	CLM	Lgan Scott	1966-09-13	—	6964658702	3265 Jefferson Ave Apt 8, Las Vegas, NV, 89182	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405916	CLM	Beverly Burns	1959-10-10	—	5269960668	2251 Lincoln Way, Tempe, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-401910	CLM	Kyle Phillips	1975-06-05	UHC-18502-69	4723023202	8886 Broadway, Dallas, TX, 75204	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-423194	CLM	Bety Watson	1943-11-22	—	4205068403	5306 Highland Ave, Atlanta, GA, 30361	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409512	CLM	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408592	CLM	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave, San Antonio, TX, 78205	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427222	CLM	Teresa Sims	1981-01-25	—	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431861	CLM	Lawrence U Sccott	1993-10-27	UHC-71983-42	3176523314	9111 Pine Dr, Chandler, AZ, 85293	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405501	CLM	Valentina Perry	1980-12-17	UHC-78963-08	7554011994	7591 Willow Ct, Gilbert, AZ, 85231	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423437	CLM	Stephen Weber	1966-02-18	—	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427786	CLM	Santiago Alexander	1958-02-15	UHC-36340-34	9806959107	48 Union St, San Antonio, TX, 78262	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400072	CLM	Camila P Wagner	1988-01-08	—	6062572796	9707 Pine Dr, San Diego, CA, 92174	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408093	CLM	Jonathan Ferguson	1989-10-14	UHC-53355-99	4392098209	7819 Cedar Ln, Seattle, WA, 98120	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415820	CLM	Jeremy Duncan	1969-05-17	UHC-64116-48	7568930325	6026 Main St, Fresno, CA, 93731	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426048	CLM	Sarah Li	1946-03-24	UHC-49550-89	7365121624	4849 Mesa Dr, Chandler, AZ, 85232	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424110	CLM	Doris Y Thomas	—	UHC-73006-67	5944511673	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-419507	CLM	Russell Carpenter	1986-01-13	UHC-91659-25	4858168874	7836 Camelback Rd, Plano, TX, 75004	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416649	CLM	Christine Simpson	1943-05-14	—	7388710568	5125 Hillcrest Rd, Phoenix, AZ, 85092	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431189	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	2679 Ocean Ave, Glendale, AZ, 85377	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401938	CLM	Katherine Montgomery	1996-08-07	—	9325545090	6855 Sunset Blvd, Tempe, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-412565	CLM	Kathleen Lane	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416775	CLM	Bryan Stevens	1997-05-16	UHC-77358-20	6423989218	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-407765	CLM	Kimberly Robinson	2008-05-16	—	8852559584	1348 Mountain View Dr, Minneapolis, MN, 55428	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403504	CLM	Amber Alexanedr	1972-12-15	UHC-39257-43	3264648987	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427741	CLM	Roy Alvarado	1969-12-02	UHC-53540-10	3618377706	6102 Valley View Dr, San Antonio, TX, 78203	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407656	CLM	Rebecca L Hernandez	1991-06-24	—	6463540178	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419200	CLM	Mei West	1967-06-26	UHC-89424-95	6868852208	9560 Lincoln Way Apt 4, Austin, TX, 78729	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421046	CLM	Joshua Williamson	1987-07-19	UHC-99344-22	8406078508	2202 Apache Blvd, Jacksonville, FL, 32286	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 130 of 240Previous Next