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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-400231	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416467	CLM	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-420079	CLM	Jasoon A Powwell	1964-02-12	UHC-18174-80	4646937878	5736 Meadow Ln, Miami, FL, 33152	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405615	CLM	Amber S Garza	1950-05-04	—	—	6737 Apache Blvd, Phoenix, AZ, 85001	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
CLM-414358	CLM	Ana P Wong	1980-05-28	UHC-13625-76	3955959376	4229 Pine Dr # 246, Scottsdale, AZ, 85277	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-417284	CLM	Aaaron Ramos	1994-06-24	UHC-51082-43	—	1086 Desert Sky Blvd, Orlando, FL, 32854	0.46	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-413709	CLM	Santiago Moore	1963-11-19	—	5777846657	3960 Spring St, Nashville, TN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427351	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-429314	CLM	Valentina Stevens	1943-01-26	—	2169998608	5643 Meadow Ln, Eden Prairie, MN, 55358	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-414448	CLM	Emily Wels	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415239	CLM	Aisha Owens	2002-06-26	UHC-84488-96	2317075318	7806 Main St, Orlando, FL, 32868	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-427674	CLM	Grace Wong	2000-12-03	UHC-13056-47	—	3571 Spring St, Sacramento, CA	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-430178	CLM	Ethan EJunk	1961-03-01	UHC-07381-68	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-405921	CLM	Steven Ortaga	1941-03-27	—	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407554	CLM	Jack I Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417154	CLM	RachelJunk	1959-08-26	UHC-31823-84	—	7580 Maple Ave, Eden Prairie, MN, 55354	0.46	Name re-cased Street suffix standardised Address re-cased State code upper-cased+5 more
CLM-402098	CLM	Brittany Taylor	1982-05-25	UHC-75127-09	6858117945	6710 Valley View Dr, Mesa, AZ, 85299	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420533	CLM	Mertha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX, 75041	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-417786	CLM	Walter Chavez	1994-05-07	—	3416809590	7980 Maple Ave, Austin, TX, 78761	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426200	CLM	Cheryl Padilla	1978-04-06	UHC-20056-04	6446686372	9498 Forest Ave, Tempe, AZ, 85260	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-401362	CLM	Cheryl Chen	1997-10-27	UHC-19223-34	3213310797	3073 Park Pl, Plano, TX, 75093	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-420194	CLM	Benjamin W Wood	1948-01-20	—	5985588953	9764 Pine Dr, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-415050	CLM	Vincent Gutierrez	1979-05-28	—	6807536539	4765 Hillcrest Rd, Sacramento, CA, 95899	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-432158	CLM	Amber A Greene	1989-06-27	—	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429611	CLM	Gary Graham	1991-05-19	UHC-98479-75	—	6136 Willow Ct, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-407419	CLM	Rachel O Mnoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-430138	CLM	Ronald Butler	—	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-405667	CLM	Jacqueline V Fowler	1999-12-16	—	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407637	CLM	Ana T Mason	2002-01-10	UHC-43455-67	3122246069	8872 Highland Ave, Charlotte, NC, 28224	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-424073	CLM	Justin Williams	1980-03-09	UHC-22721-48	9532641547	6948 Mesa Dr, Plano, TX, 75006	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426550	CLM	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd # 144, Charlotte, NC, 28299	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420137	CLM	Alexander Patterson	1965-06-14	—	—	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-412436	CLM	Bobby Wetson	1997-02-10	UHC-36535-02	—	9708 Palm Dr, Tampa, FL, 33656	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-418748	CLM	Tony Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410961	CLM	Scott Henderson	1958-01-24	UHC-32283-14	—	3879 Ridge Rd, Charlotte, NC, 28203	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

18,771 rows, page 8 of 376Previous Next