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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418159	CLM	Valentina Olson	1955-12-12	—	4943939026	5864 Highland Ave, Houston, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-409953	CLM	Aaron Hicks	1974-03-26	UHC-68928-73	—	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427612	CLM	Banks Keith	1985-08-09	—	7187738586	6227 Park Pl, Charlotte, NC, 28200	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-419499	CLM	Mason I Bowman	1979-05-22	—	—	5011 Spring St, Fresno, CA	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419253	CLM	Andrea F King	1960-01-13	—	—	2238 Sage Ct, San Antonio, TX, 78213	0.36	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-405372	CLM	Jennifer Berry	1935-05-01	—	—	6932 Ocean Ave Apt 9, Chandler, AZ, 85295	0.36	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-429049	CLM	—Junk	1997-07-05	—	9878415044	9217 Church St, Tampa, FL	0.36	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-416615	CLM	Noah Turner	1949-03-28	—	9412898050	441 Palm Dr Apt 37, Chandler, AZ, 85287	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-430091	CLM	Yuki Spencer	1940-06-28	UHC-90438-72	8185216253	2541 Cedar Ln # 513, Plano, TX, 75002	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414323	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412248	CLM	Julie Sullivan	1979-09-27	—	8598951043	5655 Union St # 255, Las Vegas, NV	0.36	Unit split from street Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403127	CLM	Sean Howrad	2003-03-02	UHC-69785-40	—	1024 Lincoln Way, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-418414	CLM	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-413283	CLM	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431972	CLM	Stephens Ethan	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave # 210, Fresno, CA	0.36	Name re-cased Phone reformatted Unit split from street State name converted to code+4 more
CLM-419627	CLM	Timothy Perry	2008-05-20	—	—	7814 Highland Ave, Miami, FL, 33136	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-411487	CLM	Vincent Carlson	1953-01-24	UHC-79092-72	—	5373 Forest Ave, Jacksonville, FL	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-413539	CLM	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 873, Denver, CO, 80224	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-420354	CLM	Jessica McCoy	1952-01-10	UHC-14823-28	—	2580 Hillcrest Rd Apt 24, Jacksonville, FL, 32287	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
CLM-432423	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St # 640, Mesa, AZ, 85254	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416441	CLM	Nicholas O Sullivan	2004-02-02	UHC-92592-07	—	6528 River Rd, Scottsdale, AZ	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418425	CLM	Kathryn Henderson	2006-01-19	UHC-99531-61	—	3638 Pine Dr, Sacramento, CA, 95892	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-409458	CLM	Tim Perez	1940-01-24	UHC-45125-91	—	3824 Oak St, Miami, FL	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-429586	CLM	Dylan B Yang	—	UHC-03495-85	—	5592 Lake View Rd, Tucson, AZ, 85758	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-432769	CLM	Margaret Hall	2004-11-13	—	—	548 Canyon Rd, Gilbert, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408981	CLM	Eugene Collins	2005-05-18	—	—	1653 Highland Ave, Tempe, AZ, 85221	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-418164	CLM	Lucia Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-410572	CLM	Jessica Y Matthews	1962-01-06	UHC-00779-91	—	479 Willow Ct, Scottsdale, AZ, 85210	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-419609	CLM	Isabella Wood	1988-12-17	—	—	7613 Willow Ct, Denver, CO, 80218	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-419701	CLM	Roy Fowler	—	UHC-48092-75	—	9436 Indian School Rd, Charlotte, NC, 28202	0.36	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-411044	CLM	Mei M Hudson	1961-05-03	UHC-21510-91	—	6252 Ocean Ave, Tampa, FL	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year City re-cased+4 more
CLM-427494	CLM	Frances Morales	1946-02-05	UHC-02273-82	—	7735 Broadway, Seattle, WA	0.36	Name split from “Last, First”Address re-cased City re-cased State name converted to code+4 more
CLM-412631	CLM	Nancy Richardson	2005-07-04	UHC-90846-48	7873241537	8986 Willow Ct, Houston, TX, 77006	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-420006	CLM	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430053	CLM	Jacqueline McCoy	2007-09-05	—	—	3375 Willow Ct, Columbus, OH, 43246	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more

5,465 rows, page 3 of 110Previous Next