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-415932	CLM	Tony Berry	1987-07-08	—	8022196146	6486 Palm Dr, Tucson, AZ, 85775	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412703	CLM	Brian Larson	1958-06-27	—	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424926	CLM	Doris Ford	1958-02-28	—	9162660020	1242 Lake View Rd, Scottsdale, AZ, 85224	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403959	CLM	Donald Bishop	1944-01-26	UHC-63974-50	4717731791	9402 Maple Ave, Charlotte, NC, 28262	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426756	CLM	Debra Andrews	1971-11-10	—	8489119182	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431699	CLM	Ahmmed Silva	1986-03-04	—	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429410	CLM	Raymond J Day	1984-07-02	—	8372569229	227 Elm St, Tucson, AZ, 85757	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405480	CLM	Sandra Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-432343	CLM	Ethan Mejia	1972-03-07	—	5592507804	5630 Church St, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-421271	CLM	Scott Berry	1940-06-15	UHC-62872-22	2506314374	9593 Baseline Rd, Las Vegas, NV, 89115	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422929	CLM	Linda O Nelson	1995-02-14	UHC-41466-73	3775554084	1156 Church St, Denver, CO, 80220	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402660	CLM	Cheryl F Vasquez	1997-07-02	—	8685691985	6164 Jefferson Ave, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400743	CLM	Anna Fisher	—	UHC-66514-15	9384466330	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-400744	CLM	Anna Fisher	—	UHC-66514-15	9384466330	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-424356	CLM	Maria Lawson	1976-05-24	UHC-70296-83	3904353332	1902 Broadway, Los Angeles, CA, 90020	0.78	Date of birth reformatted Phone reformatted Address re-cased Gender normalised+1 more
CLM-403526	CLM	Jack Gibson	1939-09-24	—	2997507649	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-422586	CLM	Chales Z Boyyd	1950-09-14	—	8107142846	2449 Ocean Ave, Gilbert, AZ, 85239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402096	CLM	Charlotte Oliver	1995-04-07	—	2892416501	951 Jefferson Ave, Sacramento, CA, 95887	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430607	CLM	Mateo K Patel	1961-03-05	UHC-36080-99	5076092351	8109 Canyon Rd, San Antonio, TX, 78253	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416564	CLM	Ana Jackson	1974-07-23	UHC-93432-18	6036832797	1341 Camelback Rd, Glendale, AZ, 85331	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-422023	CLM	Ryan Edwards	2000-05-08	—	4973042142	638 Church St, Gilbert, AZ, 85260	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410195	CLM	Robert Phillips	1943-11-04	UHC-07358-87	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402954	CLM	Gabriel Q McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400613	CLM	Jennifer Jackson	2000-01-09	—	5294961008	6508 Canyon Rd, Denver, CO, 80293	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431607	CLM	Kelly Olson	1938-09-28	—	7128663984	3925 Sage Ct, Tucson, AZ, 85728	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410294	CLM	Gabriel Padilla	2007-08-22	—	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431590	CLM	Linda Morris	1955-08-06	UHC-71276-86	4099501312	691 Broadway, Columbus, OH, 43270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406446	CLM	Samantha Hicks	1955-07-24	UHC-27558-25	7754254620	3610 Valley View Dr, Eden Prairie, MN, 55346	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420658	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-406630	CLM	Lori Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St, Atlanta, GA, 30392	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-409181	CLM	Brandon Lane	1947-09-08	—	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404824	CLM	Heather S Myers	1958-01-04	—	4379955558	5967 Ridge Rd, Phoenix, AZ, 85039	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413742	CLM	Christian Y Burton	1976-03-16	UHC-48813-22	2272176943	3628 Lake View Rd, Miami, FL, 33136	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423747	CLM	Mariana Q Gardner	2002-01-24	UHC-13906-61	3017992114	7580 Willow Ct, Miami, FL, 33169	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417760	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427543	CLM	Marilyn George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-410854	CLM	Edward Powell	1968-08-27	UHC-15445-60	7008664825	1518 Indian School Rd, Tucson, AZ, 85731	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426660	CLM	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408034	CLM	Stveen Miller	1943-03-21	—	2057834352	6461 Grand Ave, Tampa, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-423059	CLM	Janice Rice	2006-06-26	UHC-11861-52	4068599559	7691 Forest Ave, Glendale, AZ, 85325	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430358	CLM	Jean Campbell	1989-03-24	—	3848080682	8068 Apache Blvd, Las Vegas, NV, 89164	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424468	CLM	Roanld E Rodriguez	1997-08-28	UHC-68443-56	5759590844	5039 Forest Ave, Gilbert, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420605	CLM	Billy I Wong	1989-02-21	UHC-81240-57	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428904	CLM	Carl Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416094	CLM	Austin Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ, 85247	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409613	CLM	Marcus Jacobs	2004-09-07	UHC-04044-52	3787405430	3489 Church St, Phoenix, AZ, 85072	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428853	CLM	Jeffrey Santos	1943-08-15	UHC-37212-67	9257696225	2114 Canyon Rd, San Antonio, TX, 78248	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410791	CLM	Lucia F Edwards	1970-06-17	UHC-42348-35	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431943	CLM	Madison Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417620	CLM	Logan T Daniels	1971-07-23	—	8336317589	4220 Mountain View Dr, San Diego, CA, 92180	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 141 of 240Previous Next