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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431562	CLM	Beverly George	1939-04-15	—	—	9835 Palm Dr Apt 39, Plano, TX, 75088	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426862	CLM	Eugene M Crawford	1954-05-05	—	—	4182 Highland Ave, Nashville, TN, 37248	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402780	CLM	Johnston Carol	1943-08-12	—	—	130 Elm St, Seattle, WA, 98143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411029	CLM	Carolyn K Chen	2006-09-02	—	—	2822 Sunset Blvd, Glendale, AZ, 85314	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400760	CLM	Mei Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA, 93761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406679	CLM	Don Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-406462	CLM	Eric Long	—	—	—	4296 River Rd, San Antonio, TX, 78273	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-425136	CLM	Hiroshi Carter	1967-11-03	—	—	5104 Ocean Ave, Denver, CO, 80296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-413370	CLM	Marcus White	1948-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420422	CLM	Victoria Campbell	1950-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408433	CLM	Ryan Diaz	1991-04-01	—	3212105174	1621 Willow Ct # 290, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430015	CLM	Timothy Gilbert	1986-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405129	CLM	Sofia Obren	1966-03-16	UHC-11144-41	—	7485 Ridge Rd, Jacksonville, FL, 32286	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420420	CLM	Bruce Davis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419783	CLM	Lucia E Parker	1955-11-12	UHC-17810-44	—	5680 Elm St, Austin, TX, 78704	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-423980	CLM	Jerry Dominguez	1959-04-24	—	—	8695 Indian School Rd # 260, Austin, TX, 78784	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-421033	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr # 707, Sacramento, CA, 95818	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-405438	CLM	Yuki Adams	1962-03-16	UHC-26446-16	6326122945	1250 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402371	CLM	Debra Ray	1981-11-28	—	—	2737 Meadow Ln, Miami, FL, 33123	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411534	CLM	Mariana Alvarez	1951-04-01	UHC-81390-02	—	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-423819	CLM	Niccholas Gonzalez	—	—	—	6958 Lincoln Way, Los Angeles, CA, 90054	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-420692	CLM	Juan F Gonzales	1984-09-23	UHC-95700-66	—	6894 Ocean Ave Apt 10, San Diego, CA, 92174	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423294	CLM	Adam Wood	1941-01-05	—	7955235880	8490 Highland Ave, Charlotte, NC, 28251	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402887	CLM	Mark Cole	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416850	CLM	Bradley Morrison	1992-01-12	—	—	6520 Lake View Rd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429727	CLM	Marcus R Luna	1955-03-12	UHC-01356-25	—	6306 Spring St, Nashville, TN, 37205	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425800	CLM	Scott Ward	2005-02-15	—	—	6132 Mesa Dr # 570, Sacramento, CA, 95877	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-417855	CLM	Joan Kennedy	1999-02-03	UHC-90448-89	—	1032 Highland Ave, Minneapolis, MN, 55478	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418061	CLM	Dorothy Austin	1949-11-11	—	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414346	CLM	William F Parker	1968-06-08	UHC-63319-50	—	6710 Maple Ave, Mesa, AZ, 85220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421377	CLM	Dylan L Bowman	1984-06-22	UHC-70202-76	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404763	CLM	Robert B Perkins	1968-11-24	UHC-38217-24	—	7520 Ocean Ave, Jacksonville, FL, 32240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404618	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-431860	CLM	Randy Z Ross	1940-01-07	—	3174487162	728 Spring St Apt 28, Orlando, FL, 32893	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

30,862 rows, page 168 of 618Previous Next