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-410838	CLM	Larry Fuller	1978-03-07	UHC-46986-01	—	9464 Forest Ave, Austin, TX, 78713	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420175	CLM	Jess G Marquez	1995-02-23	—	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406038	CLM	Larry Y Barnes	1958-04-09	UHC-76599-05	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-410779	CLM	Judy Martin	1977-07-26	UHC-75557-23	9288111335	9886 Highland Ave, Gilbert, AZ, 85203	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406872	CLM	Roy Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ, 85329	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402908	CLM	Peter K Brooks	1965-09-18	—	—	2138 Union St, Seattle, WA, 98164	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429153	CLM	Anna Wallace	1940-10-14	UHC-03491-04	—	2854 Sage Ct, Glendale, AZ, 85304	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-415127	CLM	Karen Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-418604	CLM	Cynthia Gray	1986-06-08	—	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418603	CLM	Cynthia Gray	1986-06-08	—	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428012	CLM	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-405151	CLM	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-411455	CLM	Ethan Vasquez	1973-06-11	UHC-61918-98	—	9113 Washington St, Las Vegas, NV, 89122	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414237	CLM	Loir I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414238	CLM	Loir I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429851	CLM	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430480	CLM	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ, 85295	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402100	CLM	Jordan Burton	1954-08-28	UHC-73034-90	—	8433 Washington St, Tempe, AZ, 85288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411226	CLM	Zachary H Thompson	1959-02-24	—	—	320 Washington St, Tampa, FL, 33695	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420513	CLM	Mariana Cooper	1991-01-18	UHC-00105-56	—	3910 Willow Ct, Seattle, WA, 98127	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403254	CLM	Jean Contreras	1943-06-21	—	2555930153	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415528	CLM	Amy Y Wright	1956-06-01	—	—	295 Meadow Ln # 518, Tucson, AZ, 85737	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-420654	CLM	Jlie Kelly	1984-06-24	UHC-04129-50	9223612848	6254 Broadway, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-408665	CLM	Mary George	1953-01-20	—	4873726314	4853 Baseline Rd, Houston, TX, 77058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426540	CLM	Douglas Harris	1965-08-21	—	—	4687 Main St, Nashville, TN, 37255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419513	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427367	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	2762 Maple Ave, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424686	CLM	Teresa Johnson	1944-11-06	—	—	3273 Washington St, Austin, TX, 78701	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-419586	CLM	Karen Stewart	—	—	3985202442	6295 Lincoln Way, Tempe, AZ, 85228	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-402913	CLM	Doris R Coleman	2007-01-26	UHC-38524-53	7166325665	3965 Market St, Columbus, OH, 43279	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-424340	CLM	Helen Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414600	CLM	Amy Lane	1961-05-10	UHC-24923-31	—	8713 Camelback Rd, Tempe, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425397	CLM	Omar Castro	1951-12-07	—	—	7219 Oak St, Miami, FL, 33180	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-413488	CLM	Cynthia Sandoval	2002-04-06	UHC-40936-82	8522717482	9753 Lake View Rd, Austin, TX, 78787	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405514	CLM	Kathryn Lawson	1941-09-02	UHC-96469-23	4396118559	6143 Washington St, San Antonio, TX, 78274	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405064	CLM	Austin Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405440	CLM	Jesse Hughes	1956-06-22	—	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-424173	CLM	Gregory Price	1991-07-24	UHC-11694-58	—	3676 Harbor Blvd, Tampa, FL, 33699	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-403278	CLM	Vazquez Mei	1999-12-10	—	—	7062 Mountain View Dr, Columbus, OH, 43247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405193	CLM	Benjamin Hunt	1993-07-05	—	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400563	CLM	Arjun Hughes	1995-09-25	UHC-32299-75	—	9134 Canyon Rd, Nashville, TN, 37280	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420056	CLM	Robert Webb	1957-10-24	—	6373141637	8160 Park Pl, San Diego, CA, 92118	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412757	CLM	Justin Pena	1953-06-20	—	—	5016 Market St, Orlando, FL, 32819	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412171	CLM	Martha Powell	1943-12-23	—	—	6406 Ocean Ave, Tempe, AZ, 85288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416836	CLM	Terry B Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-408525	CLM	Gabriel Vazquez	1954-02-21	UHC-21481-63	—	529 Baseline Rd, Austin, TX, 78780	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416487	CLM	Brian Bell	—	UHC-05015-78	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-414859	CLM	Nancy C Rojas	1999-06-09	—	—	6782 Pine Dr, Houston, TX, 77065	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432415	CLM	Jacob Rojas	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415435	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 154 of 263Previous Next