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-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-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425472	CLM	Diana I Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407664	CLM	Chris Bowman	1955-10-13	—	8887068209	1409 Jefferson Ave, Denver, CO, 80238	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429917	CLM	Melissa Soto	1979-06-25	UHC-47899-58	—	4356 Jefferson Ave, Fresno, CA, 93723	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-402095	CLM	Natalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405523	CLM	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-431566	CLM	Lawrence J Davis	1987-06-12	—	—	9021 Highland Ave, Plano, TX, 75027	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428056	CLM	Steven Matthews	1997-12-04	UHC-10194-82	9208786189	3860 Highland Ave, Phoenix, AZ, 85091	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400142	CLM	Judy C Alvarez	1941-02-13	—	4213352596	2526 Washington St, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421596	CLM	Terry L Li	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421662	CLM	Heather F Duncan	1946-05-05	UHC-86333-10	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-417859	CLM	Kevin V Walker	1985-12-27	UHC-67304-99	—	8453 Washington St, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419165	CLM	Anthony Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace 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-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+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-416936	CLM	Amber Vasquez	1950-05-03	—	—	3362 Pine Dr, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416768	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	—	1004 Pine Dr, Sacramento, CA, 95879	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-418637	CLM	Natalie Hoffman	1973-05-14	UHC-91848-90	—	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402544	CLM	Patricia Bryant	1959-03-10	UHC-41750-16	4314758174	1618 Central Ave, Houston, TX, 77076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-404412	CLM	Jeffrey Jordan	1968-06-26	—	—	5488 Canyon Rd, Atlanta, GA, 30389	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415417	CLM	William J Reynolds	1951-06-25	UHC-07356-49	—	8589 Harbor Blvd, Minneapolis, MN, 55449	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407966	CLM	Ryan Howall	1982-04-25	UHC-91148-66	6725480855	4377 Forest Ave, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403034	CLM	Noah M Morales	—	—	—	8322 Maple Ave, San Antonio, TX, 78212	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace 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-428043	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428044	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414228	CLM	Jesse Reyes	2006-02-10	—	2722119943	3997 Canyon Rd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410016	CLM	Noah Estrada	2005-04-15	—	—	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-426487	CLM	Roy T Henyr	1976-06-24	—	3563988381	256 Desert Sky Blvd, Plano, TX, 75054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401415	CLM	Doonald Butler	1960-09-20	UHC-55767-80	2833782540	321 Jefferson Ave, Tampa, FL, 33648	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427695	CLM	Billy Henderson	1995-12-27	UHC-53069-38	6126603099	1253 Lake View Rd, Eden Prairie, MN, 55342	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-412954	CLM	Rachel I Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407409	CLM	Amber Z Moreno	1975-03-12	UHC-42609-25	—	7167 Elm St, Chandler, AZ, 85240	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

30,862 rows, page 149 of 618Previous Next