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-412851	CLM	Ana Fuller	—	UHC-81544-39	—	3985 Desert Sky Blvd, Mesa, AZ	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-430925	CLM	Kimberly V Richardson	1951-05-02	—	—	—	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407384	CLM	George Holmes	—	UHC-85048-47	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403165	CLM	Dylan Morris	1947-09-14	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400417	CLM	Stephen Vasquez	1957-08-23	—	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412589	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406540	CLM	Christopher Owens	1988-11-07	UHC-06809-20	—	5084 Broadway # 916, Gilbert, AZ, 85246	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419587	CLM	Karen R Stewart	2001-02-02	UHC-89576-14	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419534	CLM	Terry Y Banks	1974-12-03	UHC-30407-95	—	1760 Highland Ave, Orlando, FL, 32830	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-405571	CLM	Lawrence Sullivan	—	UHC-85120-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-415048	CLM	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-402523	CLM	Dannis Lopez	1962-10-07	UHC-83888-95	—	2194 Church St, Seattle, WA, 98106	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412923	CLM	Timothy Rice	1947-03-03	UHC-83864-45	—	4346 River Rd, Plano, TX, 75095	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422501	CLM	Ryan Brooks	1985-04-09	UHC-19949-87	—	9135 Hillcrest Rd, Jacksonville, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-402682	CLM	Alan Jacobs	1988-10-28	UHC-31939-59	—	7390 Desert Sky Blvd # 755, Eden Prairie, MN, 55388	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431985	CLM	Matthew Greene	1950-01-01	UHC-91766-10	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424431	CLM	Brittany Arnold	1976-06-20	UHC-79114-26	—	2061 Apache Blvd, Nashville, TN, 37254	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-424489	CLM	Eugene Aguilar	1957-12-24	—	—	869 Lincoln Way, Orlando, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-428438	CLM	Tyler X Meyer	1964-04-20	UHC-06884-65	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404081	CLM	Ana Fuller	1978-10-18	UHC-64825-97	—	9872 Spring St, Phoenix, AZ, 85042	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-427160	CLM	Sue Owens	1941-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423391	CLM	Hiroshi Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415383	CLM	Santiago Tayllor	2007-08-18	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-415914	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-408743	CLM	Randy Thompson	1994-11-20	UHC-81534-47	—	4277 Elm St, Houston, TX, 77081	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403595	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	—	8641 Main St, Houston, TX, 77018	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418151	CLM	Christine Boyd	1960-02-28	—	—	7777 Elm St # 849, Jacksonville, FL, 32244	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413605	CLM	Kevin S Price	1988-06-23	—	5727758697	8595 Broadway, Austin, TX, 78786	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424370	CLM	Peter F Alvarez	1972-06-19	—	—	1142 Church St Apt 34, Tempe, AZ, 85263	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418211	CLM	Cynthia Rogers	1951-07-01	UHC-45664-99	2566525435	6059 Broadway, Charlotte, NC, 28223	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413098	CLM	Wayne Stewart	1958-11-25	UHC-01428-01	—	6154 Indian School Rd, Scottsdale, AZ, 85288	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401175	CLM	Emma Vasquez	1986-08-05	—	—	1098 Market St, Dallas, TX, 75249	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405975	CLM	Zachary Romero	1987-08-21	UHC-63280-47	—	7869 Camelback Rd, Sacramento, CA, 95833	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426992	CLM	Martha Jenkins	1986-01-15	—	—	8650 Apache Blvd, Sacramento, CA, 95821	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416811	CLM	Anthony Jackson	1996-11-11	UHC-47435-53	—	7175 Mesa Dr, Dallas, TX, 75263	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416167	CLM	Priya Gonzalz	1965-07-20	UHC-98742-51	—	12 Main St, Mesa, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417838	CLM	Autsin Henry	2004-05-03	UHC-64407-01	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421861	CLM	Judith Murray	—	UHC-15847-88	—	235 Main St # 245, Columbus, OH, 43289	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429670	CLM	Wayne Ortiz	2005-03-01	UHC-34770-98	—	8399 Grand Ave, Atlanta, GA, 30390	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405171	CLM	Janice Robertson	2007-08-28	UHC-69570-52	—	8290 Broadway, Charlotte, NC, 28224	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405091	CLM	PJunk	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA	0.68	ZIP missing Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-420005	CLM	Angela Sims	2005-08-22	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418263	CLM	Zachary Montgomery	—	UHC-85166-96	—	8393 Ocean Ave, Glendale, AZ, 85392	0.68	Date of birth unreadable SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412834	CLM	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 11, Jacksonville, FL, 32243	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425755	CLM	Douglas Q Murphy	1972-01-12	UHC-39901-92	—	1082 Pine Dr, Orlando, FL, 32896	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404755	CLM	Jason Boyd	1989-11-16	—	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-416789	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	4766 Main St, Minneapolis, MN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430997	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St # 643, Dallas, TX, 75260	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431172	CLM	Zachary Adamms	1959-02-12	—	8083152134	5796 Broadway Apt 21, Orlando, FL, 32841	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402299	CLM	Fatima Carlson	1980-12-19	UHC-32664-63	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared

18,771 rows, page 125 of 376Previous Next