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-429229	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	—	1644 Highland Ave, Eden Prairie, MN, 55327	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421885	CLM	Martha Brown	1957-06-11	UHC-05954-71	—	6487 River Rd, Sacramento, CA, 95893	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402837	CLM	Laura Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405968	CLM	Janice Hill	1944-06-25	UHC-52485-49	—	4290 Mesa Dr, Eden Prairie, MN, 55318	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401291	CLM	Nancy George	1946-06-28	UHC-91005-74	3134241295	7699 Grand Ave, Atlanta, GA, 30322	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407736	CLM	Andrew D Miller	1956-04-11	UHC-75854-99	7552888775	3855 Park Pl, Los Angeles, CA, 90001	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430712	CLM	Brittany Banks	1948-07-03	UHC-86957-86	—	493 Camelback Rd, Orlando, FL, 32858	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416283	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428110	CLM	Roger Castillo	1946-10-01	UHC-31070-65	2033763683	5121 Pine Dr, Tempe, AZ, 85261	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420198	CLM	Heather Freeman	1961-09-08	UHC-82586-58	—	2537 Grand Ave, Orlando, FL, 32846	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401500	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	—	5497 Main St, Columbus, OH, 43277	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418780	CLM	Ronald Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400733	CLM	Gerald McDonald	1968-02-01	UHC-64585-32	—	4413 Maple Ave, Fresno, CA, 93789	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410014	CLM	Lane Arthur	1971-08-10	UHC-60748-08	2012219236	7691 Elm St, Fresno, CA, 93720	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418210	CLM	Diana Lopez	1990-12-20	UHC-00021-65	—	7282 Sunset Blvd, Tempe, AZ, 85203	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403924	CLM	Maggie Kelley	1961-12-02	UHC-54895-40	8794440866	6289 Jefferson Ave, Las Vegas, NV, 89138	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-421420	CLM	Emly Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-410642	CLM	Benjamin Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406423	CLM	Stephanie X Burns	1963-07-07	UHC-16872-58	—	2406 Indian School Rd, Charlotte, NC, 28231	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415364	CLM	Ethan Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426394	CLM	Anthony Thompson	1957-06-26	UHC-21884-20	—	7223 Church St, Plano, TX, 75002	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-407706	CLM	John Bradley	1973-03-13	UHC-80398-48	—	5776 Elm St, Chandler, AZ, 85217	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410069	CLM	Natalie P McCcoy	2001-10-02	UHC-26564-74	—	7730 Hillcrest Rd, Charlotte, NC, 28237	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-423947	CLM	Sandra Reed	1985-04-05	UHC-49852-21	—	4807 Central Ave, Columbus, OH, 43264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-405549	CLM	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409759	CLM	Bryan Z Martinez	2008-10-21	UHC-39860-37	—	4682 Washington St, Orlando, FL, 32825	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423824	CLM	Mason Robertson	1991-12-22	UHC-22924-14	—	6341 Canyon Rd, Denver, CO, 80249	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419591	CLM	Douglas T Long	1951-05-02	UHC-91066-27	5058115307	5253 Willow Ct, Atlanta, GA, 30312	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407312	CLM	Thomas Espinoza	2002-10-08	UHC-00130-55	—	1690 Willow Ct, Nashville, TN, 37229	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403247	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA, 93735	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416674	CLM	Valentina Johnson	1952-12-16	UHC-30272-86	—	9880 Canyon Rd, San Diego, CA, 92191	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425124	CLM	Mateo Dean	2000-12-27	UHC-92928-49	9219120581	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-417778	CLM	Fatima Jordan	1952-12-28	UHC-31084-55	—	9806 Willow Ct, Charlotte, NC, 28205	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424585	CLM	Mason Garrett	1942-05-13	UHC-21265-20	—	287 Jefferson Ave, Glendale, AZ, 85360	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+2 more
CLM-422307	CLM	Noah Woods	1969-10-02	UHC-66705-23	—	3225 Church St, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-428092	CLM	Raymond Cox	1974-09-09	UHC-58166-35	—	748 Union St, Tucson, AZ, 85754	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-413145	CLM	Michael Chapman	1960-09-01	UHC-78960-31	—	3528 Bayshore Dr, Tampa, FL, 33698	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414152	CLM	Ralph Cole	1964-06-11	UHC-07842-57	—	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-402057	CLM	Randy Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405127	CLM	Elizabeth Mitchell	2003-08-22	UHC-66315-76	—	6083 Ridge Rd, Nashville, TN, 37221	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more

2,293 rows, page 24 of 46Previous Next