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-417367	CLM	Joyce Medina	1943-09-18	—	7676833062	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423060	CLM	Judy U Gordon	1970-11-01	UHC-42219-38	4996647707	6485 Market St, San Antonio, TX, 78232	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-410226	CLM	Nathan Cunningham	1952-05-27	UHC-94003-41	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409906	CLM	Pamela Sandoval	1952-10-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414406	CLM	George Torres	1964-05-20	UHC-42020-09	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427918	CLM	Diego M Ray	1979-07-24	—	—	203 Union St, Phoenix, AZ, 85011	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427734	CLM	Beverly K Padilla	1940-02-20	UHC-77581-82	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417912	CLM	Carlos F Gordon	2005-06-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431111	CLM	Laura U Cruz	1974-11-24	—	4508924031	5143 Broadway, Sacramento, CA, 95882	0.92	Date of birth reformatted Phone reformatted Address re-cased Placeholder values cleared
CLM-426282	CLM	Nathan B Crawford	2002-06-03	—	8377377459	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420128	CLM	Scott Clark	1946-04-12	—	—	4843 Bayshore Dr, Houston, TX, 77043	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-423716	CLM	Tyler Wagner	1984-04-02	UHC-97357-23	5486554742	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429852	CLM	Sara Simpson	1949-08-27	—	2433546479	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420812	CLM	Lauuren H Johnson	1955-02-23	UHC-97366-63	—	8349 Harbor Blvd, Minneapolis, MN, 55440	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420813	CLM	Lauuren H Johnson	1955-02-23	UHC-97366-63	—	8349 Harbor Blvd, Minneapolis, MN, 55440	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427254	CLM	Lawrence Flores	2008-06-27	UHC-58157-26	4019754369	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422147	CLM	Keith P Jordan	1998-05-23	UHC-51305-30	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402647	CLM	Wayne E McCoy	1971-11-21	—	—	329 Desert Sky Blvd, Los Angeles, CA, 90039	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400506	CLM	William M Ferguson	1965-09-19	—	4812110400	29 Market St, Austin, TX, 78774	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425663	CLM	Gerald Park	1968-03-10	UHC-03398-37	—	3021 Central Ave, Tampa, FL, 33670	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411248	CLM	Julie Wright	1956-04-09	UHC-83791-96	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401573	CLM	Stephanie Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave, Jacksonville, FL, 32212	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428837	CLM	Sandra Stewart	1955-07-25	UHC-38871-63	8257557553	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404107	CLM	Jacqueline S Patel	1997-05-22	UHC-20772-41	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428118	CLM	Christopher Wells	1953-04-09	UHC-08027-82	8863304838	8935 Baseline Rd, Jacksonville, FL, 32233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423820	CLM	Nicholas Gonzalez	1964-04-11	UHC-41207-82	6436152977	6958 Lincoln Way, Los Angeles, CA, 90054	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422727	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407098	CLM	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd, Charlotte, NC, 28269	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426571	CLM	Terry A Butler	2008-10-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412918	CLM	Gerald Pena	1978-10-23	—	5304689264	9382 Bayshore Dr, Phoenix, AZ, 85038	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-412440	CLM	Timotthy Walsh	1990-01-06	UHC-68781-22	—	1204 Maple Ave, Charlotte, NC, 28211	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-424056	CLM	Carl Bennett	1968-11-07	—	—	9430 Sage Ct, San Antonio, TX, 78267	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-418679	CLM	John Bowman	1964-04-19	UHC-78926-72	—	5881 Jefferson Ave, Denver, CO, 80200	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403970	CLM	Kenneth Tucker	1947-04-12	—	—	1345 Meadow Ln, Gilbert, AZ, 85250	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403596	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418527	CLM	Hiroshi Powell	1951-07-05	—	—	7769 Camelback Rd, Tucson, AZ, 85759	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422898	CLM	Betty Gardner	1964-04-20	—	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
CLM-430324	CLM	Amber P McDonald	1956-01-06	UHC-75817-92	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-414139	CLM	Raymond X Banks	1966-04-28	UHC-72994-01	6528102518	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400178	CLM	Arjun Lopez	2001-09-24	UHC-28616-71	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408533	CLM	Alan O Howell	1999-05-27	UHC-08358-08	7982510452	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404835	CLM	Carl George	1974-05-12	UHC-54000-76	—	6505 Oak St, Seattle, WA, 98157	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
CLM-405933	CLM	Amber Oliver	1949-08-23	UHC-05224-51	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422353	CLM	Marcus Yang	1959-05-24	—	—	4981 Lake View Rd, Columbus, OH, 43250	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-415018	CLM	Kayla Graham	1945-03-25	—	—	5568 Bayshore Dr, Gilbert, AZ, 85284	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-430928	CLM	Jason Meyer	2002-12-20	—	3083924589	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416423	CLM	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429037	CLM	Sharon Stone	1949-09-05	UHC-07361-35	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410392	CLM	Jeffrey Matthews	2003-03-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418068	CLM	Hiroshi T Ortega	1992-05-26	UHC-13898-70	—	3773 Palm Dr, Dallas, TX, 75266	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 167 of 212Previous Next