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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402457	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-419487	CLM	Judith Knight	1982-11-15	—	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-430389	CLM	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-416583	CLM	Diana Wallace	2004-07-14	UHC-56666-20	—	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Two-digit birth year Address re-cased Email lower-cased+1 more
CLM-425535	CLM	Beverly K Cunningham	1961-03-23	UHC-32494-13	—	5678 Meadow Ln, Miami, FL, 33173	0.78	Name split from “Last, First”City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-416505	CLM	Keith Henderson	2002-10-07	UHC-64718-07	8589263470	2594 Washington St, Sacramento, CA, 95811	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411215	CLM	Walter R Mendez	2008-03-08	UHC-63260-69	3406406912	3148 Grand Ave, Dallas, TX, 75282	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-419916	CLM	John Mendez	1971-06-11	UHC-77811-84	3965957617	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412150	CLM	Nicholas Carter	2006-12-16	UHC-96506-93	—	2576 Sunset Blvd, Glendale, AZ, 85359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402840	CLM	Juan Martin	1963-07-17	UHC-38051-15	—	5914 Apache Blvd, Scottsdale, AZ, 85222	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-405126	CLM	Beth Mitchell	2003-08-22	UHC-66315-76	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-400059	CLM	Jeremy G Franklin	1974-09-25	—	7618885265	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-401691	CLM	Daniel Hunt	1979-10-23	—	7825870869	1014 Elm St, Los Angeles, CA, 90069	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-429786	CLM	Heather Ramirez	1984-02-13	—	7002360098	—	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-411343	CLM	Emily Warren	2003-05-23	UHC-25540-23	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-409188	CLM	Anna Hall	2001-04-04	UHC-10415-23	9816328969	1680 Jefferson Ave, Miami, FL, 33114	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403900	CLM	George Maldonado	2003-06-28	UHC-54438-55	—	8555 Palm Dr, Tampa, FL, 33677	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-405916	CLM	Beverly Burns	1959-10-10	—	5269960668	2251 Lincoln Way, Tempe, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-427786	CLM	Santiago Alexander	1958-02-15	UHC-36340-34	9806959107	48 Union St, San Antonio, TX, 78262	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-419709	CLM	Marilyn James	1969-10-05	UHC-34608-53	—	4451 Forest Ave, Scottsdale, AZ, 85265	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
CLM-417844	CLM	Walter Dominguez	1944-11-03	—	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.78	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-420577	CLM	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-424156	CLM	Timothy Guerrero	1946-11-14	UHC-62480-54	—	1784 Canyon Rd, San Diego, CA, 92198	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-413714	CLM	Sam T Diaz	1998-08-23	—	—	1859 Meadow Ln, Tucson, AZ, 85789	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-415640	CLM	Ronald Fuller	1939-02-12	—	—	7629 Hillcrest Rd, Plano, TX, 75086	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-407478	CLM	Andrew Contreras	1938-09-15	—	—	1647 Park Pl, Jacksonville, FL, 32233	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-429869	CLM	Austin Contreras	1941-12-19	—	2887922714	7460 Canyon Rd, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-406294	CLM	Owens Albert	1942-03-01	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-430875	CLM	Lucia Bennett	1993-08-15	UHC-57492-22	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-423306	CLM	Dot T Phillips	1989-06-10	UHC-29286-15	—	701 Sunset Blvd, San Antonio, TX, 78280	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411053	CLM	Bob Collins	1952-01-11	UHC-33675-90	—	626 Spring St, Sacramento, CA, 95859	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412725	CLM	Ann Welkh	1990-11-23	—	5155239476	5773 Grand Ave, Seattle, WA, 98173	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-420673	CLM	Mary Weber	1964-12-04	UHC-98691-21	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-430603	CLM	Natalie C Vega	1940-08-09	UHC-56961-29	5983632600	4147 Mountain View Dr, Gilbert, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-405148	CLM	Elijah Flores	1966-09-10	UHC-89771-64	5144282516	7879 Market St, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412425	CLM	Brian Brooks	1959-10-13	UHC-10385-28	—	3457 Union St, Glendale, AZ, 85389	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-421591	CLM	Natalie Johnson	1968-10-03	—	4204837222	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-403791	CLM	William O Ward	1984-05-17	UHC-96074-07	7434220103	5716 Mountain View Dr, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
CLM-419355	CLM	Wei Fuller	1956-05-22	—	—	1677 Washington St, Scottsdale, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-415491	CLM	Betty Brooks	1952-05-01	UHC-46475-01	—	2768 Park Pl, Mesa, AZ, 85231	0.78	Member ID reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-432576	CLM	Melissa Alen	1954-02-25	UHC-41301-70	8376521130	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-421329	CLM	Rebecca Mitchell	1963-12-03	—	6237979279	8905 Canyon Rd, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-403746	CLM	Cynthia Castro	1988-10-16	UHC-17557-30	8556990149	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-405253	CLM	Braandon E Lene	1986-11-24	UHC-12070-15	3463915941	8331 Maple Ave, Tampa, FL, 33653	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
CLM-421268	CLM	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-427107	CLM	Albert Davis	1969-03-17	—	4767395583	3081 Market St, Nashville, TN, 37252	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418713	CLM	Robert Russell	1983-09-05	UHC-82569-89	—	9166 Pine Dr, San Diego, CA, 92157	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-404052	CLM	Daniel Palmer	1960-03-08	UHC-52734-93	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-423037	CLM	Kelly Silva	1965-06-28	—	—	5859 Spring St, Eden Prairie, MN, 55313	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more

989 rows, page 12 of 20Previous Next