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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-429200	CLM	Macus Turnar	1939-12-12	UHC-68746-15	—	7122 Sage Ct, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409189	CLM	Anna Hall	2001-04-04	UHC-10415-23	—	1680 Jefferson Ave, Miami, FL, 33114	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429606	CLM	Kimberly Hayes	1991-10-13	UHC-03076-95	—	1773 Ocean Ave, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423027	CLM	Samantha F Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430821	CLM	Kim Wang	1988-01-05	UHC-99271-57	—	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401592	CLM	Kathryn Schmidt	1956-10-09	UHC-18595-46	—	5650 Pine Dr, Tucson, AZ, 85714	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-400201	CLM	Roger Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416161	CLM	Camila Kennedy	1956-10-21	UHC-20024-09	—	8467 Mesa Dr, Seattle, WA, 98144	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427989	CLM	Sharon Gilbert	2003-05-14	—	—	1467 Meadow Ln, Glendale, AZ, 85332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407495	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411271	CLM	Stephanie Hayes	1982-06-25	—	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-400116	CLM	Bobby X Silva	1965-06-25	UHC-38822-20	—	2830 Main St, Glendale, AZ, 85360	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400653	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400652	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407258	CLM	Lucia Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414045	CLM	Steve L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO, 80244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425749	CLM	Saar Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413470	CLM	Anan Carr	1972-11-13	—	4513187275	7558 Central Ave, Phoenix, AZ, 85025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412218	CLM	Noah Walch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427558	CLM	Beverly Gonzalez	1944-06-04	UHC-21342-60	—	8147 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420134	CLM	Dennis Woods	1967-11-24	—	—	3112 Sunset Blvd, Eden Prairie, MN, 55328	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422707	CLM	Zachary Olson	1993-09-06	UHC-00455-39	—	592 Jefferson Ave, Charlotte, NC, 28281	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425628	CLM	Luis Green	1964-04-24	—	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409383	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	2529 Sunset Blvd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427606	CLM	Frances V Cammpbell	1992-09-16	UHC-98486-22	—	94 Washington St, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401213	CLM	Lerry Delgado	1979-01-19	UHC-13396-91	—	1290 Cedar Ln, Denver, CO, 80222	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423222	CLM	William Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419401	CLM	Edward Green	1963-11-19	—	—	277 Mesa Dr, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425826	CLM	Ahmed Barnes	1943-05-04	—	—	1236 Spring St, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408096	CLM	Eugene Hughes	2008-02-10	—	—	2894 Camelback Rd Apt 19, Plano, TX, 75005	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409230	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400114	CLM	Nancy Patel	1982-05-17	—	—	5592 Oak St, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419572	CLM	Eugene Perez	1995-04-11	—	—	7968 Baseline Rd, Chandler, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422937	CLM	Kathryn U Cooper	1979-09-21	UHC-84332-55	—	2370 Ridge Rd, Mesa, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408762	CLM	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more

10,559 rows, page 45 of 212Previous Next