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-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-403118	CLM	Doris H Weber	1959-08-24	—	—	851 Mountain View Dr Apt 40, Chandler, AZ, 85236	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432591	CLM	Christine Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr # 847, Los Angeles, CA, 90025	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419698	CLM	Ralph Fisher	1980-10-06	UHC-03677-05	—	4339 Elm St # 241, Charlotte, NC, 28268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424384	CLM	Steve Campbell	1987-11-27	—	7257192835	4595 Union St # 765, Plano, TX, 75099	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420957	CLM	Dennis Baker	1960-04-15	UHC-04952-25	7579563538	954 Sunset Blvd Apt 19, Scottsdale, AZ, 85288	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425335	CLM	Marcus Porter	1949-11-29	—	2345966785	958 Market St # 936, Fresno, CA, 93784	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429070	CLM	Catherine Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr Apt 29, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423941	CLM	Marcus Myers	1949-12-23	UHC-16071-16	—	2919 Harbor Blvd # 295, Scottsdale, AZ, 85218	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421901	CLM	Alexis Price	1958-09-09	UHC-80433-48	—	1324 Main St # 244, Scottsdale, AZ, 85248	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-406069	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	2069832084	6538 Forest Ave Apt 19, San Antonio, TX, 78248	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410407	CLM	Christine James	1949-11-18	—	—	4126 Highland Ave Apt 9, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-408908	CLM	Jose D Crafword	1991-06-13	—	—	2181 Willow Ct # 513, Chandler, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-429395	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr # 703, Atlanta, GA, 30358	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428313	CLM	Andrew M McCoy	1985-06-03	—	—	343 Pine Dr Apt 22, Tempe, AZ, 85210	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-426191	CLM	Rebecca Hoffman	1965-07-25	—	6915617525	218 Apache Blvd # 191, Las Vegas, NV, 89176	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419811	CLM	Victoria Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd # 811, Phoenix, AZ, 85089	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
CLM-410338	CLM	Evelyn McDonald	1960-11-01	—	—	1973 Sage Ct # 459, Chandler, AZ, 85242	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
CLM-424880	CLM	Mason Price	1971-09-26	UHC-45042-06	7124701790	2697 Hillcrest Rd Apt 39, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431994	CLM	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd # 151, Houston, TX, 77063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416175	CLM	Rebecca B Collins	1972-06-13	UHC-41980-63	—	7226 Maple Ave # 130, Houston, TX, 77076	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-407185	CLM	Edward Watkins	2001-10-19	UHC-04151-64	9705959792	1525 Desert Sky Blvd # 383, Dallas, TX, 75275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-431003	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	3904287949	356 Baseline Rd Apt 8, Houston, TX, 77043	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-429454	CLM	Jose Yang	1996-12-24	UHC-79343-17	—	6764 Ridge Rd Apt 25, Tampa, FL, 33657	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405495	CLM	Lori Fowler	1972-10-21	UHC-41558-85	3782491059	194 Church St Apt 5, Tampa, FL, 33640	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418770	CLM	Sophia W Evans	1974-12-27	UHC-44844-73	—	9437 Sunset Blvd Apt 40, Chandler, AZ, 85230	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428974	CLM	Priya Valdez	1962-08-15	UHC-79291-64	—	3451 Willow Ct # 241, Tempe, AZ, 85217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-405105	CLM	Mary A Miller	1961-10-25	—	4732937664	870 Market St Apt 21, Orlando, FL, 32832	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419074	CLM	Jason Gray	1983-11-23	—	—	3678 Spring St # 478, Gilbert, AZ, 85264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407961	CLM	Keith L Gordon	1964-04-19	—	—	6363 Mesa Dr Apt 20, Scottsdale, AZ, 85249	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401753	CLM	Aisha X Stewart	1990-01-28	UHC-19127-09	—	4407 Baseline Rd # 262, Eden Prairie, MN, 55368	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428753	CLM	Joan T Coleman	2003-05-25	UHC-76680-53	—	6592 Willow Ct Apt 33, Tampa, FL, 33636	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-419062	CLM	Samuel Salazar	1980-09-13	—	4666535533	8284 Harbor Blvd # 317, Sacramento, CA, 95851	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423721	CLM	Omar Sanchez	2007-08-22	UHC-70219-09	3182303092	1184 Pine Dr # 247, Austin, TX, 78797	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404237	CLM	Evelyn Gomez	1964-11-10	UHC-57767-40	—	9527 Broadway Apt 25, Orlando, FL, 32876	0.64	Name re-cased Unit split from street State code upper-cased Gender normalised+2 more
CLM-414772	CLM	Willie McCoy	1994-10-23	UHC-22083-44	8759847359	1428 Cedar Ln # 597, Fresno, CA, 93781	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-407704	CLM	Natalie Singh	1946-01-04	UHC-94046-18	9673185402	1116 Market St Apt 23, Chandler, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

2,038 rows, page 25 of 41Previous Next