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-421225	CLM	Joen Gonzales	1986-10-28	UHC-02734-71	—	4751 Cedar Ln, Dallas, TX, 75285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415238	CLM	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412168	CLM	Elizabeth D Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct, Miami, FL, 33133	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-414188	CLM	Denny Cstillo	1989-12-09	—	—	6858 Central Ave, Tampa, FL, 33680	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410276	CLM	Martha Wood	—	—	—	7640 Spring St, Scottsdale, AZ, 85290	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-420467	CLM	Janet Hicks	1980-06-24	UHC-23608-84	—	8500 Apache Blvd, Tucson, AZ, 85711	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420279	CLM	Maria H Certer	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419890	CLM	Elijah O Adams	1968-01-13	—	—	4148 Highland Ave, Denver, CO, 80274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410964	CLM	Angela O Vargas	1955-09-02	UHC-16525-11	7776972854	3465 Forest Ave, Scottsdale, AZ, 85266	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-427780	CLM	Robert J Bryant	1972-12-14	UHC-33831-92	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
CLM-405518	CLM	Kenneth Gonzalez	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418866	CLM	Amy Riley	1957-03-05	UHC-09465-38	6995590922	4668 Jefferson Ave, Seattle, WA, 98123	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-402028	CLM	Richard N Wright	1972-01-03	—	8904503789	5994 Ridge Rd, Sacramento, CA, 95866	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-412559	CLM	Logan Payen	1970-05-21	UHC-07310-12	—	9232 Meadow Ln, Minneapolis, MN, 55450	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429787	CLM	Heather Ramirez	1984-02-13	UHC-38315-81	—	7274 Hillcrest Rd, Nashville, TN, 37213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404205	CLM	Matthew X Day	1949-03-08	UHC-38394-14	—	4162 Cedar Ln, Tempe, AZ, 85261	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416843	CLM	Aaron Castillo	1964-04-27	—	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
CLM-424794	CLM	Susan Wang	1949-05-05	—	—	7919 Sage Ct, Scottsdale, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431715	CLM	Carol Lane	1971-04-14	—	—	1038 Apache Blvd, Dallas, TX, 75207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429675	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 457, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-426734	CLM	Jason W Wang	1984-12-16	UHC-18030-41	9526488227	7758 Lincoln Way, Mesa, AZ, 85288	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420423	CLM	Victoria Campbell	1951-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430755	CLM	Adam Robinson	1941-11-07	UHC-30142-97	7016834713	9633 Mountain View Dr, Orlando, FL, 32898	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-410878	CLM	Ryan Knight	1952-11-19	UHC-97617-12	9477738831	8974 Willow Ct, Houston, TX, 77050	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427499	CLM	Yuki Burton	2001-06-17	UHC-06392-96	—	1866 Willow Ct, Tempe, AZ, 85244	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417238	CLM	Alice Z Lawson	1982-03-08	UHC-22496-68	4876929965	530 Apache Blvd, San Diego, CA, 92114	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405540	CLM	Bryan Patterson	1986-06-20	UHC-00042-37	—	6528 Ridge Rd, Glendale, AZ, 85321	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423015	CLM	Isabella X Watson	1977-02-03	—	6795711721	6426 Washington St, Houston, TX, 77066	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419903	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404316	CLM	Angla Waggner	1951-05-16	UHC-74137-63	—	2618 Camelback Rd, San Diego, CA, 92175	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432199	CLM	Mary Mason	1942-05-25	UHC-32557-02	—	3145 Main St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432200	CLM	Mary Mason	1942-05-25	UHC-32557-02	—	3145 Main St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415209	CLM	Bobby Porter	1967-05-06	—	—	9479 Camelback Rd, Sacramento, CA, 95834	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415596	CLM	Timothy Berry	1963-09-08	UHC-15965-49	—	4727 Meadow Ln, Glendale, AZ, 85330	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420356	CLM	Jesse Phillips	1987-07-09	—	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428928	CLM	Victoria L Castro	2006-07-13	UHC-70530-14	—	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420809	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX, 78738	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431410	CLM	Priya Santos	1993-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431409	CLM	Priya Santos	1993-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410592	CLM	Jennifer Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432416	CLM	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-402419	CLM	Gary Z Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr, Chandler, AZ, 85219	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407232	CLM	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-412610	CLM	Christopher Chavez	1944-04-25	—	4769815000	5415 Forest Ave, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more

13,120 rows, page 121 of 263Previous Next