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-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-407226	CLM	Lauren Howard	2003-10-01	UHC-36100-80	—	5084 River Rd, Gilbert, AZ, 85251	0.36	Name split from “Last, First”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-402854	CLM	Omar Wallace	2001-05-06	UHC-93067-55	7379933580	9222 Ridge Rd, Charlotte, NC, 28236	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415394	CLM	Kathryn Stephens	1977-02-28	UHC-35933-47	7965411367	9830 Sage Ct # 552, Seattle, WA, 98147	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402781	CLM	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln # 584, Denver, CO, 80294	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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-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-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-430793	CLM	Lawrence Silva	1974-07-17	—	—	5164 Canyon Rd, Fresno, CA, 93726	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410520	CLM	Evelyn West	1995-12-24	UHC-84463-14	—	1337 Forest Ave, Tempe, AZ	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-419884	CLM	Ken Daniels	1952-10-27	UHC-07036-99	—	2545 Palm Dr, Tampa, FL	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-420763	CLM	Roy Andrews	—	UHC-51669-56	—	6594 River Rd, Columbus, OH	0.36	Date of birth unreadable Street suffix standardised Address re-cased 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-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+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
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-404297	CLM	—Junk	1965-03-12	—	6817966665	9269 Grand Ave, Houston, TX, 77086	0.36	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-422816	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	8350 Hillcrest Rd Apt 20, Tempe, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403422	CLM	Joshua Wood	1948-11-14	—	—	1039 Jefferson Ave Apt 29, Miami, FL, 33151	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-414290	CLM	Valentina B Coleman	1984-04-09	UHC-82461-63	6408611472	5143 Market St, Nashville, TN, 37207	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-419402	CLM	Barb Burton	1969-12-14	UHC-90454-50	—	6083 Sage Ct # 679, Glendale, AZ, 85320	0.36	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-417435	CLM	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
CLM-407576	CLM	Jack Robertson	1971-02-17	UHC-88651-91	—	883 Ocean Ave # 406, Tucson, AZ, 85755	0.36	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
CLM-423075	CLM	Shirley Obrien	1969-06-05	UHC-62601-51	—	5922 Maple Ave, Sacramento, CA	0.36	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+4 more
CLM-400639	CLM	Russell Cox	1996-09-22	—	—	4322 Market St, Jacksonville, FL, 32256	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-414246	CLM	Bradley Arnold	1957-01-14	UHC-47803-30	5625892100	525 Lake View Rd # 201, Gilbert, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-411129	CLM	Nicole Hughes	2001-10-12	—	—	5263 Willow Ct, Columbus, OH, 43271	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427364	CLM	Peter Austin	—	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414601	CLM	Samuel Ortiz	—	UHC-72440-13	—	691 Mesa Dr, Orlando, FL, 32878	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-401642	CLM	Donna G Perez	—	UHC-15786-23	—	8563 Palm Dr, Atlanta, GA	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-412180	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-413958	CLM	Diana Hamilton	1951-05-28	—	—	6681 Apache Blvd Apt 22, Charlotte, NC, 28235	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410842	CLM	Ann Rios	—	UHC-55469-74	9004213373	6732 Valley View Dr # 284, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Unit split from street+3 more

18,771 rows, page 4 of 376Previous Next