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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428091	CLM	Raymond V Cox	1974-09-09	UHC-58166-35	2312399496	748 Union St, Tucson, AZ, 85754	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-423582	CLM	Joyce George	1965-10-12	UHC-38796-05	—	1879 Hillcrest Rd, Mesa, AZ, 85272	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-405221	CLM	Nathan Dixon	1966-02-20	UHC-50338-25	—	4708 Indian School Rd, Houston, TX, 77070	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-406316	CLM	Santiago Oliver	2001-09-27	UHC-67432-85	7523633157	2408 Church St, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
CLM-405553	CLM	Heather Ausin	1990-10-11	UHC-98318-39	—	6047 Lincoln Way, Austin, TX, 78774	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-428470	CLM	Cheryl Ferguson	2008-03-01	—	—	8828 Canyon Rd, Gilbert, AZ, 85288	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-410633	CLM	Nathan R Henderson	1991-04-04	—	—	4672 Hillcrest Rd, Chandler, AZ, 85279	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-421681	CLM	Abigail D Torres	1988-06-24	—	7023767456	4342 Washington St, Seattle, WA, 98183	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-431408	CLM	Priya Santos	1994-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-422922	CLM	Dennis G More	2005-12-23	UHC-56195-86	—	4899 Main St, Chandler, AZ, 85249	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-420613	CLM	Ahmed Ford	1973-01-28	UHC-38320-21	—	6575 Jefferson Ave, Charlotte, NC, 28285	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-416910	CLM	Kayla Ellis	1953-06-22	UHC-40454-27	6007909574	3107 Union St, Atlanta, GA, 30353	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407163	CLM	Ryan M Duncan	2002-11-20	UHC-30657-74	—	8674 Willow Ct, Plano, TX, 75024	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-402967	CLM	John Young	1955-02-28	UHC-87848-29	6735201642	4204 Ridge Rd, Columbus, OH, 43204	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-421027	CLM	Rebecca Espinoza	1999-07-27	UHC-43207-29	—	8621 Highland Ave, San Diego, CA, 92197	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-408825	CLM	Charlotte Alexander	1997-04-13	—	—	8547 Mountain View Dr, Nashville, TN, 37287	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-412267	CLM	David V Moreno	1973-09-22	UHC-59966-46	6943679303	7797 Bayshore Dr, Tempe, AZ, 85250	0.92	Phone reformatted City re-cased Whitespace trimmed 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-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-400494	CLM	Amadna Marshall	1941-03-22	—	7007250655	3704 Jefferson Ave, Chandler, AZ, 85272	0.92	Name re-cased Phone reformatted City re-cased 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-430548	CLM	Dan Turner	1982-06-20	UHC-52643-65	—	5490 Lake View Rd, Tucson, AZ, 85761	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-415627	CLM	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.92	Phone reformatted City re-cased Whitespace trimmed 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-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-403302	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO, 80248	0.92	Phone reformatted City re-cased Whitespace trimmed 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-416883	CLM	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-428240	CLM	Luis Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.92	Phone reformatted City re-cased Whitespace trimmed 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-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-404724	CLM	Robert Brooks	1945-01-05	UHC-21063-19	—	5786 Desert Sky Blvd, Los Angeles, CA, 90074	0.92	Name re-cased Member ID 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-413712	CLM	Frank Baker	1990-09-08	—	—	993 Pine Dr, Charlotte, NC, 28244	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-417077	CLM	Billy Griffin	1986-06-20	UHC-51997-76	9124540129	1134 Valley View Dr, Houston, TX, 77016	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-424954	CLM	Nancy Rios	1978-08-03	—	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416289	CLM	Philip Brown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-424080	CLM	Lucia E Padilla	1998-10-19	UHC-90643-40	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-419219	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-419218	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-418686	CLM	Samuel Oliver	1968-03-01	—	—	3743 Church St, Houston, TX, 77089	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-416210	CLM	Barbara Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-400244	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-406678	CLM	Donald Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-430940	CLM	Michelle Bowman	1971-10-24	—	—	7317 Oak St, Tampa, FL, 33639	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-422588	CLM	Bobby H Freeman	1945-03-23	—	3153253407	4399 Church St, Nashville, TN, 37258	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408374	CLM	Catherine M Gomez	1998-10-01	UHC-43505-08	—	2035 Lake View Rd, Atlanta, GA, 30395	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401061	CLM	Gerald Stephens	1973-09-20	—	2349122001	8996 River Rd, Gilbert, AZ, 85293	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-422557	CLM	Ben V Payne	1991-12-09	UHC-66516-34	—	9168 Ocean Ave, Austin, TX, 78779	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared

5,235 rows, page 94 of 105Previous Next