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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-400614	CLM	Jacqueline Lawrence	2008-06-11	UHC-77929-71	—	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402857	CLM	Omar Vazquez	1953-09-15	UHC-33790-46	—	753 Camelback Rd, Tucson, AZ, 85752	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413257	CLM	James Owens	1980-03-02	UHC-46110-34	—	6467 Camelback Rd, Plano, TX, 75086	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401745	CLM	Bradley Rice	1983-03-12	UHC-06356-65	—	4855 Bayshore Dr, Atlanta, GA, 30350	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421442	CLM	Austin Burton	—	UHC-94455-39	—	—	0.64	Date of birth missing Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
CLM-421047	CLM	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address 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-425808	CLM	Gary N Kelly	1969-12-25	UHC-44852-79	—	9565 Valley View Dr, San Antonio, TX, 78237	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406793	CLM	Bradley Taylor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-432167	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	4357827740	4626 Elm St, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427362	CLM	Naathan Gilbert	—	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-424870	CLM	Nancy C Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406676	CLM	William Vasquez	1939-01-24	UHC-36379-12	—	3942 Union St, Minneapolis, MN, 55411	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408648	CLM	Debra Chavez	1977-11-01	UHC-26552-93	—	1967 Highland Ave, Sacramento, CA, 95831	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418074	CLM	Kelly Powell	1984-05-14	UHC-57639-35	—	1647 Oak St, Gilbert, AZ, 85212	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-409822	CLM	Frances Graham	1971-04-22	UHC-93802-82	4645193646	1867 Ocean Ave, Nashville, TN	0.64	Phone reformatted Member ID reformatted 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-429151	CLM	Michelle Lucas	1976-03-21	UHC-38152-13	—	6230 Valley View Dr, Sacramento, CA, 95843	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-424108	CLM	Omar Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424004	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424005	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-419697	CLM	Marcus Burke	2007-05-07	UHC-06300-95	—	8892 Meadow Ln, Minneapolis, MN	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430964	CLM	Luis Butler	1948-01-28	UHC-19301-15	—	7243 Sunset Blvd, Tampa, FL, 33671	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410272	CLM	Joshua Cook	1959-11-20	UHC-57439-68	—	352 Apache Blvd, Tucson, AZ, 85785	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418286	CLM	Ryan Soto	1994-04-04	UHC-95153-72	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more

2,293 rows, page 14 of 46Previous Next