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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-402832	CLM	Lawrence Mrogan	1970-05-27	UHC-08471-65	5498685276	3458 Forest Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-419169	CLM	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403251	CLM	Jack Fisher	1998-07-20	—	—	2171 Mountain View Dr, Charlotte, NC	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-409674	CLM	Kevin N Willis	1965-03-08	UHC-37185-19	3349820388	3862 Washington St, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419918	CLM	Tony Hansen	1963-05-16	UHC-17160-06	—	8380 Elm St, Orlando, FL	0.76	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-412040	CLM	Brenda Banks	1954-12-08	UHC-05819-20	—	2233 Broadway, Orlando, FL	0.76	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-414717	CLM	Brandon Fernandez	1986-09-06	—	7099875160	4574 Canyon Rd, Seattle, WA	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-420316	CLM	Sean Young	2007-07-27	UHC-50316-40	3688637921	3421 Indian School Rd, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-410792	CLM	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-411115	CLM	Carl Chen	1997-08-15	UHC-16221-28	6119534344	8246 Canyon Rd, Charlotte, NC	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-405956	CLM	Patrick West	1961-09-23	UHC-73334-92	—	5599 Maple Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-423266	CLM	Emma Jacobs	1996-10-14	UHC-65539-03	5969700598	3329 Lake View Rd, Denver, CO	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-408456	CLM	Zachhary Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-410402	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-406389	CLM	Wei Mejia	1960-05-08	UHC-25353-07	4585152998	7400 Apache Blvd, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-405510	CLM	Larry V Dean	1985-10-03	—	6533495722	2609 Spring St, Jacksonville, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-417652	CLM	Joseph C Hansen	1940-08-18	UHC-21743-38	—	6929 Broadway, Houston, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
CLM-417655	CLM	Roy Powell	1957-05-17	UHC-89409-50	5362413046	5845 Main St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-404719	CLM	Karen Walker	1964-08-19	—	4455396447	8920 Grand Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+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
CLM-432517	CLM	Isabella Gordon	2007-08-24	—	4819094118	752 Mountain View Dr, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-429781	CLM	Frances X Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-417102	CLM	Susan McOy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424248	CLM	Richard Murphy	1992-02-22	UHC-66444-91	6824514806	546 Lincoln Way, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-413186	CLM	Steven Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-410975	CLM	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-409463	CLM	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-419556	CLM	Nicholas Bailey	1999-12-18	UHC-59038-63	5716383214	687 Broadway, Atlanta, GA	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430171	CLM	Judy N Munoz	1938-12-27	UHC-90489-10	2278319737	1477 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407845	CLM	Jose Perry	1967-07-03	UHC-29861-70	9156935561	7548 Mountain View Dr, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-415426	CLM	Ahmed Hernandez	1942-04-15	UHC-21736-01	—	3347 Jefferson Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-424857	CLM	Valentina Roberts	1941-02-27	—	3484015934	4518 Canyon Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-428857	CLM	Edward Henry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417795	CLM	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-418177	CLM	Wei Obrien	1984-07-20	UHC-75656-22	6076294776	9069 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more

2,072 rows, page 34 of 42Previous Next