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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-418748	CLM	Tony Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418240	CLM	Abigail Q Lawrence	1988-07-20	—	4909450445	708 Oak St, Denver, CO, 80218	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-412560	CLM	Emily Elliott	—	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-402709	CLM	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 34, Atlanta, GA, 30382	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-431246	CLM	Gregory Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406638	CLM	Amy Daniels	2007-04-08	UHC-31366-36	7568022992	1993 Main St, San Antonio, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400252	CLM	Jeremy Adams	1971-07-04	UHC-96734-62	3987907224	4817 Oak St, Austin, TX, 78775	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
CLM-402256	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	8427103412	9110 Grand Ave, Scottsdale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429371	CLM	Logan P Sanders	1963-11-27	—	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-410181	CLM	Sandra Tucker	1962-06-06	—	7495152251	4843 Grand Ave Apt 34, San Diego, CA, 92176	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-403010	CLM	Dennis Nguyen	2000-08-27	UHC-55252-88	9455656377	2025 Willow Ct, Nashville, TN, 37224	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-402845	CLM	Janet W Lopez	—	UHC-53522-23	5136197458	7540 Mountain View Dr, Miami, FL, 33140	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-429334	CLM	Barbara Kennedy	1967-03-23	UHC-82530-02	5426164266	4915 Elm St, Tampa, FL	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-430644	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-415715	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-402068	CLM	Kevin Gozales	1980-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406778	CLM	Alexander L Hunt	2003-02-22	UHC-71385-53	5186728875	2344 Church St, Miami, FL, 33166	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402266	CLM	Camila Snyder	1953-12-15	—	3419919078	5462 Union St, Austin, TX, 78776	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-414468	CLM	Will Allen	1953-06-12	—	3647074187	430 Highland Ave # 819, Dallas, TX, 75267	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409533	CLM	Sharno Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln Apt 26, Seattle, WA, 98157	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-404683	CLM	Valentina Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-421746	CLM	Alan G Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403443	CLM	Donna Berry	1994-09-24	UHC-30521-33	8465254955	8353 Bayshore Dr, Atlanta, GA, 30329	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423096	CLM	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408368	CLM	Mason Maldonado	1982-10-08	UHC-54625-23	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421741	CLM	Natalie Ward	1959-04-17	—	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420233	CLM	Karen Q Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-432778	CLM	Nicole M Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd Apt 32, Nashville, TN, 37276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427352	CLM	—Junk	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409235	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-431143	CLM	Victoria Watson	1965-04-28	UHC-16748-13	6152945436	5576 Sunset Blvd, Glendale, AZ, 85367	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-413779	CLM	Gloria Ray	—	UHC-76213-90	8232773658	64 Central Ave, Tucson, AZ, 85712	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-410749	CLM	Gloria A Luna	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427365	CLM	PeterJunk	1976-01-23	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420572	CLM	Austin Matthews	1998-04-17	—	7909741513	85 Union St # 715, Tampa, FL, 33615	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more

11,960 rows, page 6 of 240Previous Next