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-415714	CLM	Lori Ruiz	1964-07-08	UHC-65278-08	—	8718 Maple Ave, Las Vegas, NV, 89114	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418502	CLM	Keith Simpson	2007-11-19	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422006	CLM	Hiroshi Spencer	1954-01-22	UHC-95327-14	—	1285 Ridge Rd, Gilbert, AZ, 85272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423426	CLM	Brian Fox	1968-07-13	UHC-02152-30	6449239233	3703 Ocean Ave, Mesa, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423612	CLM	Kathryn Butler	1961-10-11	UHC-94470-29	—	1625 Forest Ave, Mesa, AZ, 85243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420506	CLM	William C Chapman	1977-03-28	—	6288740578	2870 Union St, Eden Prairie, MN, 55335	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405595	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405810	CLM	Nancy Delgado	1953-06-14	UHC-60245-45	—	452 Harbor Blvd, Nashville, TN, 37208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431135	CLM	Ahmed Castro	1947-09-25	—	—	7417 Park Pl, Tucson, AZ, 85763	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424928	CLM	Diane George	1953-11-21	—	—	900 River Rd, Scottsdale, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415226	CLM	Frank Green	1939-11-11	UHC-38051-71	—	7747 Hillcrest Rd, San Antonio, TX, 78260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421064	CLM	Sara Powell	2005-02-03	UHC-53835-44	—	4148 Ocean Ave, Houston, TX, 77044	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416723	CLM	Joyce N Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431282	CLM	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.76	Name re-cased Date of birth reformatted Address re-cased Gender normalised+2 more
CLM-416553	CLM	Keitth Ortiz	1947-05-06	—	—	9658 Washington St, Tempe, AZ, 85276	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430833	CLM	Jesse K Kim	1995-01-28	—	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410746	CLM	Joan Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 17, Glendale, AZ, 85331	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401865	CLM	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln, San Diego, CA, 92189	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412445	CLM	Thomas Mitchell	2004-12-03	UHC-52188-55	3698130249	3561 Jefferson Ave, Nashville, TN, 37220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406238	CLM	Sharon Hanson	2001-07-07	UHC-65180-55	2427033344	33 River Rd, Sacramento, CA, 95834	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432458	CLM	Katherine Ross	1957-08-01	UHC-97525-84	4594426849	942 Spring St, Mesa, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421769	CLM	Sue Davis	1957-07-24	UHC-22832-41	—	9258 Ocean Ave, San Diego, CA, 92195	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419357	CLM	Wei Fuller	1956-05-22	—	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423369	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413856	CLM	Gloria Tran	1999-12-15	—	6575904474	5239 River Rd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403393	CLM	Henry Hunter	1944-09-06	—	—	8415 Canyon Rd, Tampa, FL, 33682	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415244	CLM	Ann K Gonzalez	1960-10-27	—	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420585	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412310	CLM	Logan T Salazar	2007-03-09	—	—	4954 Union St, Charlotte, NC, 28266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429863	CLM	Madison Cok	1952-12-22	—	6748098021	2377 Mesa Dr, Glendale, AZ, 85393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418848	CLM	Jeremy Harvey	1996-07-23	—	—	8130 Jefferson Ave, Houston, TX, 77040	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420139	CLM	Adma Peterson	1997-05-01	UHC-80659-23	—	782 Palm Dr, Scottsdale, AZ, 85228	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-430725	CLM	Hiroshi G Wright	1959-12-12	—	4829638739	2169 Main St, Chandler, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410698	CLM	Brandon Q Armstrong	1959-11-13	—	3995569153	2641 Apache Blvd, Denver, CO, 80281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431115	CLM	Joe Vargas	1973-02-28	—	7745175459	4634 Lake View Rd, Dallas, TX, 75214	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413357	CLM	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430070	CLM	LawrenceJunk	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
CLM-405736	CLM	Chris Austin	1944-12-09	UHC-46437-23	—	8029 Highland Ave, Austin, TX, 78715	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418629	CLM	John Ramos	1994-07-07	UHC-05969-13	2086278814	3869 Baseline Rd, Fresno, CA, 93712	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422155	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	—	3849 Valley View Dr, San Diego, CA, 92169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426145	CLM	Diana Mills	1989-02-06	—	—	5029 Union St, Los Angeles, CA, 90053	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413263	CLM	Sandra George	1951-06-04	—	9056462311	4220 Willow Ct, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410532	CLM	Frank Stephens	1983-04-08	UHC-78691-82	—	8890 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403291	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415580	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417698	CLM	Pamela Lawson	1959-12-18	—	9375730894	8428 River Rd, Houston, TX, 77057	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420081	CLM	Kimberly Reynolds	1995-06-10	—	8079070095	5724 Elm St, Austin, TX, 78741	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404162	CLM	Kenneth Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400967	CLM	Joseph I Gibert	1946-07-21	—	3513213461	2818 Bayshore Dr, Tucson, AZ, 85738	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 106 of 263Previous Next