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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416753	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406782	CLM	Billly Perez	1978-10-05	—	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422258	CLM	Albert Sanders	1976-05-06	—	—	5471 Camelback Rd, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421981	CLM	Grace Stephens	1956-03-05	UHC-10502-17	—	1151 Palm Dr, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404120	CLM	Angela Mendoza	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417181	CLM	Melissa Santiago	1992-03-10	UHC-16590-48	—	1606 Washington St, Denver, CO, 80259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427531	CLM	Virginia E Wheeler	—	—	9404923172	3426 Main St, Denver, CO, 80277	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-426697	CLM	Dennis Harris	1980-02-23	—	—	9387 Valley View Dr, Sacramento, CA, 95868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422862	CLM	Sam Z Maldonado	1981-09-05	UHC-98202-14	2787469307	620 Desert Sky Blvd, Dallas, TX, 75281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431576	CLM	Ana Soto	1940-01-25	UHC-71245-43	7794951800	234 Spring St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413803	CLM	Henry Johnsun	1982-05-24	—	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412906	CLM	Ryan Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419832	CLM	Daniel Elliott	1944-03-10	—	—	8182 Washington St, San Diego, CA, 92172	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416443	CLM	Janice Z Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416279	CLM	Carlos C Kennady	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ, 85056	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404479	CLM	Alan Soto	1995-10-12	UHC-84799-55	7157709265	887 River Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404601	CLM	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416578	CLM	Deb Price	—	UHC-27304-07	—	6605 Highland Ave, Phoenix, AZ, 85095	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-421880	CLM	Ruth White	—	UHC-31890-56	—	262 Washington St, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403337	CLM	Liz Robinson	1970-03-06	—	—	1232 Pine Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424840	CLM	Alan Dean	1956-02-21	—	—	5565 Central Ave, Miami, FL, 33138	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401745	CLM	Bradley Rice	1983-03-12	UHC-06356-65	—	4855 Bayshore Dr, Atlanta, GA, 30350	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400908	CLM	Ronald Cooper	1946-10-28	UHC-75874-34	—	9401 Union St, Las Vegas, NV, 89132	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-424204	CLM	Kayla U Wood	1999-01-05	UHC-10376-99	—	834 Highland Ave, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-432211	CLM	Catherine B Contreras	2003-10-05	UHC-25346-21	—	8672 Sage Ct, Scottsdale, AZ, 85289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408677	CLM	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430208	CLM	Paul R Carpenter	—	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410431	CLM	Katherine Hansen	—	—	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416831	CLM	Priya Reynolds	1995-05-20	—	—	3380 Camelback Rd, Tucson, AZ, 85754	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404921	CLM	Jeszica Tores	1971-07-02	—	—	1126 Elm St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403118	CLM	Doris H Weber	1959-08-24	—	—	851 Mountain View Dr Apt 40, Chandler, AZ, 85236	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405853	CLM	Kelly Aguilar	—	—	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401601	CLM	Michelle Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423350	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431112	CLM	Patricia Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401818	CLM	Carlos Wood	2002-12-16	UHC-66810-53	—	7823 Market St, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432591	CLM	Christine Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr # 847, Los Angeles, CA, 90025	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-406487	CLM	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

16,411 rows, page 129 of 329Previous Next