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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404604	CLM	Pria M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429413	CLM	Dylan Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415112	CLM	Maria Montgomery	1962-07-03	—	—	1044 Ridge Rd # 872, Phoenix, AZ, 85096	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415493	CLM	Pamela X Santiago	1980-12-17	UHC-11261-20	—	3766 Palm Dr Apt 10, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-430470	CLM	Kathryn Welch	1940-12-08	—	9099340100	5983 Indian School Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400881	CLM	Janet Wright	1966-09-20	—	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418371	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	—	8808 Harbor Blvd, Tucson, AZ, 85745	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407547	CLM	Bruce Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421150	CLM	Matt Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423573	CLM	Albert Rios	1958-01-26	UHC-29234-95	5395657540	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407013	CLM	Jacob Kim	—	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432491	CLM	Roger Martinez	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln # 605, Phoenix, AZ, 85049	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429483	CLM	Stephen King	1968-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412656	CLM	Elizabeth N Chapman	1944-12-23	—	8676977543	2615 Ridge Rd, San Antonio, TX, 78212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425476	CLM	Boby Chen	2003-07-10	—	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413812	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400352	CLM	Mason Kyle	—	UHC-92667-29	9413804832	9092 Park Pl, Orlando, FL, 32888	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422026	CLM	Cynthia D Jenkinns	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-431674	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr, Mesa, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-427508	CLM	Brian Matthews	1964-09-19	—	2643164895	6673 Meadow Ln, Miami, FL, 33132	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400090	CLM	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422068	CLM	Fatima Thomas	1960-03-25	UHC-12199-64	—	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417973	CLM	Christian Jenkins	1987-10-28	—	8539846189	4808 Cedar Ln, Nashville, TN, 37270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411749	CLM	Sean Price	1983-08-27	UHC-80429-86	6913146948	8150 Harbor Blvd, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410817	CLM	Stephen Graham	1938-09-27	—	—	3890 Jefferson Ave # 234, Houston, TX, 77024	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407877	CLM	Samantha Elliott	1975-08-03	UHC-46587-22	—	5177 Highland Ave, Scottsdale, AZ, 85223	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429771	CLM	Jean Aguilar	1964-03-15	—	7828314723	4645 Sunset Blvd, Seattle, WA, 98108	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409025	CLM	Laura Gomez	1964-03-17	—	—	8549 Desert Sky Blvd Apt 5, Charlotte, NC, 28241	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426947	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403429	CLM	Aisha Cole	1975-04-01	—	4593416989	4922 Cedar Ln, Minneapolis, MN, 55410	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432750	CLM	Maria Fields	1944-03-23	UHC-29736-44	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408468	CLM	Judy Payne	1950-01-20	UHC-70825-08	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427234	CLM	Alexander King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402450	CLM	Beverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave, San Diego, CA, 92180	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406964	CLM	Diana Ramos	1994-10-07	UHC-98291-09	—	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418303	CLM	Sophia Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408597	CLM	Kevin Hudson	1991-01-01	UHC-27296-98	—	8959 Market St, Glendale, AZ, 85387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401387	CLM	Katherine Grant	2008-04-28	—	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431670	CLM	Sophia Hall	1942-01-17	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

30,862 rows, page 83 of 618Previous Next