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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401814	CLM	Theresa Fowler	1979-04-14	UHC-19141-31	3996298696	6465 Broadway Apt 2, Las Vegas, NV, 89188	0.64	Two-digit birth year Phone reformatted Unit split from street Address re-cased+2 more
CLM-411057	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411056	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423440	CLM	Jacob Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St Apt 38, San Diego, CA, 92168	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416281	CLM	Megan Mendez	1980-08-24	UHC-42944-94	4423146963	5609 Forest Ave # 243, Phoenix, AZ, 85010	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404942	CLM	Russell F Morales	1969-02-22	—	2543228009	4402 Desert Sky Blvd # 269, Tucson, AZ, 85744	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-427958	CLM	Tersea Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd # 168, San Antonio, TX, 78283	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432094	CLM	Deborah Q Murray	1968-11-04	—	6824204405	1166 Park Pl # 806, Las Vegas, NV, 89199	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-408096	CLM	Eugene Hughes	2008-02-10	—	—	2894 Camelback Rd Apt 19, Plano, TX, 75005	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401581	CLM	Arthur Austin	1977-04-03	UHC-81712-05	—	5085 Oak St # 313, Phoenix, AZ, 85044	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-429912	CLM	Joshua Castor	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 31, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423041	CLM	Randy Reid	1997-10-25	UHC-02401-36	—	6483 Highland Ave Apt 9, Austin, TX, 78720	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-403148	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave Apt 13, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430560	CLM	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd Apt 12, Atlanta, GA, 30300	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-425872	CLM	Austin V Evans	1974-06-26	UHC-08309-61	—	6408 Camelback Rd # 987, Houston, TX, 77068	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429991	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr # 863, Columbus, OH, 43208	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414779	CLM	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway Apt 23, San Antonio, TX, 78200	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428514	CLM	Julia O Ortega	1949-04-12	UHC-48319-96	2192361726	2489 Camelback Rd Apt 20, Orlando, FL, 32874	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-421423	CLM	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 855, Sacramento, CA, 95863	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414131	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St # 502, Plano, TX, 75096	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408293	CLM	George Moreno	1990-12-12	UHC-81999-54	—	5556 Camelback Rd Apt 23, San Diego, CA, 92194	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-421427	CLM	Katherine F Lucas	1946-05-19	UHC-42065-62	2249149800	1463 Cedar Ln # 249, Gilbert, AZ, 85254	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423785	CLM	Douglas I Reynolds	2008-01-12	—	2736520040	8095 Highland Ave Apt 3, Minneapolis, MN, 55414	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-414585	CLM	Sam Ross	1998-03-03	UHC-33174-59	9402383965	3528 Meadow Ln Apt 33, Houston, TX, 77002	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-415790	CLM	Walter Davis	1950-11-05	UHC-83207-26	8969590017	5197 Cedar Ln # 998, Las Vegas, NV, 89109	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426838	CLM	Carolyn Y Jimenez	1945-05-14	—	3326457974	3996 Baseline Rd # 490, San Diego, CA, 92198	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-401315	CLM	Abigail Berry	1966-02-26	—	—	9149 Lincoln Way # 622, Tampa, FL, 33670	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-407209	CLM	Henry X Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct Apt 12, Chandler, AZ, 85285	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418673	CLM	Kyle Wallace	1979-06-21	UHC-43398-94	—	4635 Indian School Rd Apt 11, Tempe, AZ, 85290	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418114	CLM	Kimberly Burns	1982-01-20	—	—	3423 Camelback Rd Apt 19, Tempe, AZ, 85256	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-426506	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St # 959, Columbus, OH, 43291	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more

2,038 rows, page 23 of 41Previous Next