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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23439	PRV	Jose Rodriguez	1972-10-11	UHC-49925-88	3472183963	385 Market St, Dallas, TX, 75261	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21893	PRV	Stephen N Holmes	1940-01-28	UHC-84368-17	2114154493	2998 Cedar Ln, Orlando, FL, 32851	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20859	PRV	Keith D Morales	1973-08-27	—	5556704672	9255 Washington St, Plano, TX, 75009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25806	PRV	Jordan Carpenter	1977-03-17	—	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24465	PRV	Terry S Peterson	1940-03-22	—	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21756	PRV	Mei White	1981-03-25	—	—	8916 River Rd, Jacksonville, FL, 32273	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21133	PRV	Judy Gomez	—	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-29357	PRV	Arthur Oliver	1972-07-19	—	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22407	PRV	Stephanie Adams	1955-12-25	UHC-59976-73	5406072644	3604 River Rd, Eden Prairie, MN, 55376	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22686	PRV	Cheryl Stephens	2008-06-25	—	9423658387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24209	PRV	Raymond Padilla	1959-11-23	—	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27206	PRV	Sharon Alexander	1992-04-27	—	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25244	PRV	Timothy Gordon	1967-03-04	UHC-69308-48	4993464992	3260 Union St, Phoenix, AZ, 85005	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28537	PRV	Meriana Williamson	1967-04-01	UHC-94555-31	4858857683	2955 Church St, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26782	PRV	Susan X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-24919	PRV	Deeborah Price	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28346	PRV	Briittany Jacobs	1952-07-13	UHC-43748-69	4894834848	1326 Elm St, Los Angeles, CA, 90006	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25667	PRV	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St Apt 37, Denver, CO, 80224	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24653	PRV	Randy Marshall	2007-12-17	—	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21896	PRV	Hiroshi P Nunez	1976-12-20	—	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29327	PRV	Vincent Rliey	1964-12-24	UHC-46418-02	6384599174	1651 Grand Ave, Atlanta, GA, 30381	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21739	PRV	Mari Daniels	1982-10-09	—	9882751065	5183 Sunset Blvd, Fresno, CA, 93783	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28044	PRV	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24268	PRV	Mateo Ellliott	1996-02-27	—	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28097	PRV	Hiroshi Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23402	PRV	Arjun O Jackson	1988-01-06	UHC-19640-97	8265469652	9393 Forest Ave, Jacksonville, FL, 32294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25037	PRV	William X Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26688	PRV	Sean F Mendoza	1962-11-14	—	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29224	PRV	Mason Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27781	PRV	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20769	PRV	Christine Henry	1952-04-26	—	9073872354	217 Elm St, Charlotte, NC, 28262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22411	PRV	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23898	PRV	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24647	PRV	Margaret Bailey	1998-02-27	UHC-26153-91	2706876690	3713 Cedar Ln, Gilbert, AZ, 85210	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21808	PRV	Gabriel Brown	1995-05-27	—	9387919979	3573 Forest Ave, Tampa, FL, 33681	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22964	PRV	Bryan Lynch	1957-04-19	—	8449923921	7025 Bayshore Dr, Chandler, AZ, 85247	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23643	PRV	Jean Chen	1989-09-10	—	7803961369	9310 Camelback Rd, Plano, TX, 75025	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25153	PRV	Judy L Silva	1973-11-13	—	5246309303	4581 River Rd, Tempe, AZ, 85296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29165	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28235	PRV	Margaret J Jordan	1966-06-21	UHC-24141-95	7087911723	3038 Sage Ct, Tempe, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23410	PRV	Debra Cook	1943-11-19	UHC-39496-64	2486045893	4011 Palm Dr, Orlando, FL, 32860	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25626	PRV	Anthony F Fernandez	1950-07-04	—	7575491957	899 River Rd, Jacksonville, FL, 32254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20762	PRV	Cheryl Dunn	1988-05-22	UHC-52816-13	7768574988	6558 Canyon Rd, Columbus, OH, 43256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27824	PRV	Catherine U Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23372	PRV	Mateo A King	1951-02-19	UHC-58436-86	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-27167	PRV	Sophia F Scott	1949-03-16	UHC-50442-67	3436297675	3828 Palm Dr, Charlotte, NC, 28283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

5,467 rows, page 53 of 110Previous Next