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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430174	CLM	John Matthews	1957-08-27	UHC-47617-95	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413015	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	—	3778 Spring St, Scottsdale, AZ, 85282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413766	CLM	Bradley Fowler	1996-12-25	UHC-39855-06	8015735865	9853 Lake View Rd, Gilbert, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-407698	CLM	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	81 Cedar Ln, Sacramento, CA, 95887	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404170	CLM	Jean Walsh	1949-10-02	—	—	2051 Canyon Rd, Los Angeles, CA, 90059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408805	CLM	Gerald Mendez	1938-07-14	UHC-57711-14	—	6822 Baseline Rd, Columbus, OH, 43244	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410312	CLM	Benjamin Jones	1991-05-27	UHC-38434-13	—	4261 Sunset Blvd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405388	CLM	Maria P Ramso	1947-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410567	CLM	Carol Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419580	CLM	Vincent Tran	1989-08-14	UHC-61998-96	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404536	CLM	John West	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415700	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave, Seattle, WA, 98109	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417634	CLM	Adam Ruiz	2002-03-19	—	—	4394 Apache Blvd, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407712	CLM	Natalie Wagner	1964-07-26	UHC-26872-91	—	9743 Sunset Blvd, Orlando, FL, 32818	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408561	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415621	CLM	Ana Walker	1993-07-26	—	2395851520	8185 Camelback Rd, Fresno, CA, 93783	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411650	CLM	Alice Red	1960-03-07	—	—	11 Forest Ave, Los Angeles, CA, 90021	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-400994	CLM	Jason Garrett	2002-09-09	UHC-15801-99	—	4930 Lincoln Way, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415186	CLM	Gabriel Taylor	1973-05-24	UHC-69788-78	—	916 Apache Blvd, Eden Prairie, MN, 55345	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428941	CLM	Bradley Kelley	1979-09-06	UHC-90063-13	—	3620 Willow Ct, San Diego, CA, 92172	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430649	CLM	Sharon Davis	1995-09-05	—	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-408400	CLM	Anthony Henderson	1989-01-09	—	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400034	CLM	Martha V Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423033	CLM	Christne Graham	1955-05-24	UHC-76301-38	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-416523	CLM	Valentina G Garrett	1942-11-17	UHC-09961-92	—	8627 Willow Ct, San Diego, CA, 92139	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431834	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431833	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401457	CLM	Teresa Hill	1990-08-22	—	—	8639 Meadow Ln, Seattle, WA, 98178	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424317	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404342	CLM	Emily Bell	2008-06-26	UHC-21783-69	—	1694 Harbor Blvd, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412576	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave, Chandler, AZ, 85201	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400753	CLM	Christina Peters	1943-10-27	—	—	474 Canyon Rd, Mesa, AZ, 85275	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418225	CLM	Mariana Reid	1995-07-20	—	—	7707 Central Ave, Tempe, AZ, 85268	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402196	CLM	Susan Morris	1958-03-10	—	8002943029	6814 Baseline Rd, Jacksonville, FL, 32291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428744	CLM	William Shaw	1971-12-02	UHC-72752-11	—	5065 Lake View Rd, Los Angeles, CA, 90025	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421763	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428120	CLM	Sandrra Mendoza	1964-03-11	UHC-30072-32	3094317094	2553 Apache Blvd, Sacramento, CA, 95813	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428314	CLM	David Romero	2006-04-11	—	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

2,352 rows, page 29 of 48Previous Next