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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404037	CLM	Jese Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-429407	CLM	Edward F Edwards	1964-11-24	—	—	1315 Apache Blvd Apt 7, Charlotte, NC, 28241	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419300	CLM	Isabella Walsh	1979-06-04	UHC-12076-16	2132024417	8165 Camelback Rd, Orlando, FL, 32827	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411757	CLM	Daniel Wood	1976-08-20	UHC-16055-58	—	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-415918	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415917	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431901	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431900	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-401311	CLM	Alvarado Grace	1945-12-20	UHC-86365-86	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407365	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	7721 Palm Dr, San Diego, CA, 92165	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-414858	CLM	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-425553	CLM	Emily White	1942-09-14	—	—	208 Apache Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410882	CLM	Abigail Gray	1998-07-12	UHC-91906-99	—	3479 Market St Apt 28, Nashville, TN, 37292	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
CLM-412336	CLM	Stephen Evans	2005-02-27	UHC-29479-71	—	4867 Central Ave, Glendale, AZ, 85377	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-431593	CLM	Yuki Pakr	2004-04-23	UHC-60795-85	—	6274 Camelback Rd, Tampa, FL, 33696	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420945	CLM	Frances K Hudson	—	—	—	9405 Willow Ct, Nashville, TN, 37246	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403099	CLM	Samantha Jensen	1962-07-24	UHC-60388-12	—	8073 Central Ave, Fresno, CA, 93739	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401037	CLM	Mateo Mendoza	—	UHC-72923-14	—	4100 Main St, Fresno, CA, 93707	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-409057	CLM	Aisha Long	—	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-406277	CLM	Andrea Z Morgan	1963-02-21	UHC-95133-83	—	125 Apache Blvd, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430909	CLM	Jose Pena	1972-04-18	UHC-68169-21	—	1513 Indian School Rd, Los Angeles, CA, 90056	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-419661	CLM	Robert Webb	1999-07-16	—	2977999298	7762 Mountain View Dr, Las Vegas, NV, 89110	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421370	CLM	Virginia I Clark	1956-11-05	UHC-07844-60	—	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423547	CLM	Scott Marshall	—	—	7816414872	6184 Church St, Glendale, AZ, 85347	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-410759	CLM	Ahmed Wells	1988-02-11	UHC-76495-59	—	7072 Central Ave, Columbus, OH, 43298	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410246	CLM	Bradley Hall	1978-05-24	—	—	1877 Lincoln Way Apt 39, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-410327	CLM	Brian Robets	1986-09-26	—	—	750 Highland Ave, Tempe, AZ, 85297	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424966	CLM	Joseph R Contreras	—	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403539	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431288	CLM	Nicholas B Perkins	1956-11-05	UHC-71520-80	—	1304 Meadow Ln, Plano, TX, 75099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424605	CLM	Boyd Frrances	1980-05-19	—	—	1016 Mesa Dr, Seattle, WA, 98113	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-401018	CLM	Harold Lawson	2007-10-22	UHC-63818-42	—	4766 Bayshore Dr, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409270	CLM	Sam Hernandez	1980-10-22	UHC-94074-24	7997228805	6839 Jefferson Ave, Orlando, FL, 32889	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408731	CLM	Kathleen Harris	1996-05-02	—	—	7651 Ocean Ave, Charlotte, NC, 28297	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426076	CLM	Dorothy Peterson	1947-10-04	UHC-20813-41	7307123177	1631 Camelback Rd, Phoenix, AZ, 85062	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430935	CLM	Kenneth Garrett	1999-04-11	UHC-93400-76	—	4405 Willow Ct # 235, Chandler, AZ, 85277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402155	CLM	Rachel C Espinoza	1955-09-10	—	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-403923	CLM	Margaret Kelley	1961-12-02	UHC-54895-40	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428614	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404790	CLM	Roy Q Bennett	1950-11-23	UHC-17845-80	—	4687 Central Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423270	CLM	Brittany O Sandoval	1970-02-25	UHC-22787-33	9126413441	9784 Jefferson Ave, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413319	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	484 Meadow Ln, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

13,120 rows, page 71 of 263Previous Next