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-402258	CLM	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402774	CLM	Timothy Varggas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-416553	CLM	Keitth Ortiz	1947-05-06	—	—	9658 Washington St, Tempe, AZ, 85276	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-421036	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	8166844985	5235 Forest Ave, Miami, FL, 33117	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430341	CLM	Raymond Carlson	1975-09-18	—	8945942038	2186 Baseline Rd, Atlanta, GA, 30342	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-403176	CLM	Jeffrey Cook	1991-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400987	CLM	Janice Wong	1980-07-15	UHC-07022-11	—	3138 Sunset Blvd, Los Angeles, CA, 90023	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415496	CLM	Omar Rios	1949-12-16	UHC-84757-69	—	—	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-400347	CLM	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403608	CLM	Yuki Henderson	1967-09-06	UHC-88556-80	9433428041	797 Forest Ave, Fresno, CA, 93789	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414106	CLM	Eugene Rios	2006-04-25	—	2974255977	9216 Canyon Rd, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422313	CLM	Lisa U Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln, Eden Prairie, MN, 55370	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402392	CLM	Carl Mrales	1979-12-15	—	—	5098 Market St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426700	CLM	Mason McDonald	1952-09-16	—	4412821838	3129 River Rd, Miami, FL, 33185	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401026	CLM	Maria Long	1972-11-04	—	—	5897 Central Ave, Glendale, AZ, 85322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418924	CLM	Bradley Graay	1942-07-22	UHC-96466-84	7944122851	9015 Valley View Dr, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407668	CLM	Kevin Scott	1977-09-05	—	9182819105	4444 Willow Ct, Nashville, TN, 37251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-422728	CLM	Benjamin Fuller	1964-03-15	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-410465	CLM	Luis Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409220	CLM	Heather Rice	1947-09-12	—	7187074746	8115 Elm St, Scottsdale, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404723	CLM	Arthru Howell	1970-08-15	—	—	5457 Meadow Ln, Los Angeles, CA, 90003	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-418363	CLM	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-410952	CLM	Maria Vazquez	1980-02-04	UHC-27606-48	—	8005 Mountain View Dr, Plano, TX, 75021	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418233	CLM	Eugene Soto	1991-01-02	—	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-415124	CLM	Omar Richardson	1973-05-16	UHC-04522-73	—	903 Broadway, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-418743	CLM	Jonathan Cook	1942-03-15	—	2974784500	5864 Indian School Rd, Los Angeles, CA, 90022	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432165	CLM	Rachel Holmes	1982-08-28	—	5545398323	9194 Desert Sky Blvd, Los Angeles, CA, 90001	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-424597	CLM	Jerry Perkins	1960-02-18	—	4963183625	1106 Mesa Dr, Nashville, TN, 37212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420514	CLM	Mariana Cooper	1991-01-18	UHC-00105-56	4358986576	3910 Willow Ct, Seattle, WA, 98127	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-426394	CLM	Anthony Thompson	1957-06-26	UHC-21884-20	—	7223 Church St, Plano, TX, 75002	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-414017	CLM	Mariana Santiaago	2008-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-416471	CLM	Donna Burton	1941-04-09	—	—	4192 Forest Ave, Tucson, AZ, 85793	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400472	CLM	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405665	CLM	Jackie Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432430	CLM	Dougas R Weaver	2008-03-14	UHC-31439-29	—	1360 Jefferson Ave, Las Vegas, NV, 89105	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-403438	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH, 43218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422940	CLM	Ruth Jackson	2002-08-16	UHC-45883-35	—	4532 Jefferson Ave, Mesa, AZ, 85236	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-425383	CLM	Juan F Santos	1978-01-04	—	—	9445 Park Pl, Scottsdale, AZ, 85216	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-419615	CLM	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420195	CLM	Sharon Woods	2002-07-05	—	—	6858 Baseline Rd, Sacramento, CA, 95833	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427330	CLM	Alexander Obrien	1970-05-20	—	—	618 Sage Ct, Columbus, OH, 43236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-414377	CLM	Luis O Gonzales	1982-04-25	—	—	3613 Palm Dr, Eden Prairie, MN, 55376	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-414152	CLM	Ralph Cole	1964-06-11	UHC-07842-57	—	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415611	CLM	Hannah Williams	1987-08-16	UHC-36369-69	—	7355 Camelback Rd, Tucson, AZ, 85768	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more

989 rows, page 10 of 20Previous Next