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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416725	CLM	Joyce Cole	—	—	4583720955	2045 Oak St, Fresno, CA, 93728	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-431465	CLM	Mary Munoz	1956-02-24	UHC-13183-92	—	6326 Hillcrest Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-408958	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	2617194299	6828 Oak St, Sacramento, CA, 95878	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429943	CLM	Patrick Sanders	2005-09-06	—	—	4835 Apache Blvd, San Diego, CA, 92193	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429262	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413379	CLM	Luis Peters	2000-12-01	UHC-99143-52	2296960258	4568 Cedar Ln, Austin, TX, 78737	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422393	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422392	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432674	CLM	Scott J Mills	1973-04-03	UHC-95658-73	—	5136 Desert Sky Blvd, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404380	CLM	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430351	CLM	Aaron Shaw	—	—	—	3907 Elm St, Seattle, WA, 98107	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-413414	CLM	Pamela Tran	2004-09-25	—	—	8893 Grand Ave Apt 36, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425325	CLM	Joan Murhpy	2000-05-01	UHC-51326-26	2948595260	4518 Sage Ct, Jacksonville, FL, 32249	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-414777	CLM	Jacob Carr	1995-12-25	UHC-36540-95	—	473 Grand Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432260	CLM	Arthur Turner	1996-10-25	UHC-79544-73	5504083128	3704 Mountain View Dr, Gilbert, AZ, 85271	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408822	CLM	Zachary Bryant	2006-07-04	UHC-87908-27	8807407105	1840 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421472	CLM	Arjun Reynolds	1987-10-08	UHC-54196-28	—	5920 Willow Ct, Glendale, AZ, 85382	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
CLM-424127	CLM	Dorothy Hayes	2007-11-07	UHC-27529-31	—	6272 Bayshore Dr, Tucson, AZ, 85729	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-403982	CLM	Sandra X Price	1965-04-25	UHC-17641-18	—	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405794	CLM	Nathan Moore	2000-08-01	—	—	2651 Central Ave, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-428370	CLM	Scott Kelley	1995-07-25	UHC-50527-90	—	9189 Canyon Rd, Seattle, WA, 98100	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-402379	CLM	Julia Bailey	1954-05-06	UHC-66212-73	—	9691 Church St, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-414128	CLM	Michelle Wong	1995-11-14	UHC-62600-52	—	9654 Central Ave, Chandler, AZ, 85215	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405194	CLM	Jeremy Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-401099	CLM	Martha Padilla	1940-01-26	UHC-51567-53	—	3228 River Rd Apt 22, Tempe, AZ, 85202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415727	CLM	Randy Marshall	2007-12-17	UHC-21917-14	—	1355 Harbor Blvd, Los Angeles, CA, 90048	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407927	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	—	5668 Church St, Tempe, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-424621	CLM	Jack Austin	1950-04-20	UHC-01081-09	—	6937 Union St Apt 39, Orlando, FL, 32834	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418327	CLM	Scott Sims	1974-05-06	UHC-03945-14	9354293768	3054 Maple Ave, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-409371	CLM	Gerald W Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-425133	CLM	Nicole Riley	2000-12-27	UHC-46627-03	—	4814 Main St, Nashville, TN, 37295	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407208	CLM	Ruse Brenda	1958-08-04	UHC-21607-07	7147314899	6353 Apache Blvd, Miami, FL, 33144	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420810	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422321	CLM	Timothy Kelely	1963-02-22	UHC-22592-15	—	4707 Church St, Glendale, AZ, 85309	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407490	CLM	Doris G Murphy	1953-03-22	UHC-18676-02	—	9130 Lincoln Way, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more

13,120 rows, page 67 of 263Previous Next