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-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414468	CLM	Will Allen	1953-06-12	—	3647074187	430 Highland Ave # 819, Dallas, TX, 75267	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-404454	CLM	Larry F Martin	2001-01-13	—	—	4620 Valley View Dr, San Antonio, TX, 78256	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404851	CLM	Russell M Elliott	2003-09-13	—	—	1646 Grand Ave, Atlanta, GA, 30330	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-421746	CLM	Alan G Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403443	CLM	Donna Berry	1994-09-24	UHC-30521-33	8465254955	8353 Bayshore Dr, Atlanta, GA, 30329	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406850	CLM	Diego Gonzales	1982-03-26	—	—	3904 Market St, Minneapolis, MN, 55408	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-423096	CLM	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408368	CLM	Mason Maldonado	1982-10-08	UHC-54625-23	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427352	CLM	—Junk	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409235	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-427365	CLM	PeterJunk	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420572	CLM	Austin Matthews	1998-04-17	—	7909741513	85 Union St # 715, Tampa, FL, 33615	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423792	CLM	Samantha Cox	1974-01-03	—	—	7598 Oak St, Dallas, TX, 75291	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412681	CLM	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr Apt 30, Phoenix, AZ	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429587	CLM	Laura Ford	1971-04-01	—	—	2828 Maple Ave Apt 8, Gilbert, AZ, 85283	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403206	CLM	Jakob G Wong	1982-10-02	—	—	1191 Camelback Rd Apt 17, Mesa, AZ, 85210	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-428219	CLM	Austin Welch	—	UHC-09700-72	7728276325	278 Palm Dr, Gilbert, AZ	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402421	CLM	Lauren Carroll	1963-12-24	—	8667107430	2829 Lake View Rd, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404467	CLM	Gabriel Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr # 396, Plano, TX, 75001	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-418708	CLM	Michelle Carpenter	2004-12-26	UHC-19794-40	—	1416 Spring St, Scottsdale, AZ, 85215	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-405594	CLM	Catherine Morrison	2008-01-27	UHC-23703-76	—	4880 Ocean Ave, Charlotte, NC, 28273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-405123	CLM	KathleenJunk	—	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.48	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
CLM-418701	CLM	Paul AJunk	1953-03-19	UHC-85993-86	—	2801 Grand Ave Apt 18, Fresno, CA, 93739	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-425990	CLM	Debra Marshall	2003-04-13	UHC-06922-26	—	5514 Canyon Rd, Seattle, WA, 98135	0.48	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409649	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410013	CLM	Teresa Santos	1959-12-22	UHC-28319-23	—	194 Oak St, Dallas, TX, 75256	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-424766	CLM	Camila Washington	—	UHC-17485-33	—	456 Market St, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-409486	CLM	Margaret Stone	1979-11-12	—	5038517790	5524 Pine Dr, Plano, TX	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-414518	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-417875	CLM	Madison Stephens	1951-08-04	—	—	1893 Washington St, Chandler, AZ, 85243	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more

5,235 rows, page 5 of 105Previous Next