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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60900	TPA	Diane P Morales	1958-05-02	—	—	6994 Jefferson Ave, Seattle, WA, 98122	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-53122	TPA	Albert Castillo	1989-12-26	—	5575663500	205 Church St, San Antonio, TX, 78228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138231	ENR	Mei C Banks	1973-01-19	UHC-38033-54	9024266668	2740 Central Ave, Charlotte, NC, 28246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-120806	ENR	Charles Walker	1952-02-15	UHC-36240-36	4335898997	2543 Oak St, Orlando, FL, 32828	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422665	CLM	Sean I Watkins	1969-09-15	UHC-94342-84	—	9284 Ridge Rd, Seattle, WA, 98191	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+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-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
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-121254	ENR	Bailey Alice	1980-08-28	UHC-17182-10	9022299228	9752 Willow Ct, Glendale, AZ, 85322	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105152	ENR	Emily Montgomery	1940-11-03	UHC-50496-48	6207100493	8482 Bayshore Dr, Dallas, TX, 75212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426287	CLM	Shirley U Crawford	1962-08-09	UHC-23349-84	—	9043 Jefferson Ave, Denver, CO, 80207	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114135	ENR	Charles P Jensen	1970-06-01	UHC-37460-17	—	9793 Palm Dr, San Diego, CA, 92106	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-135196	ENR	Justin I Rios	1941-03-24	UHC-51097-31	8944618988	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105186	ENR	Ahmed W Montgomery	1977-03-04	UHC-51952-62	—	5749 Baseline Rd, Gilbert, AZ, 85233	0.64	Name re-cased Member ID 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-421611	CLM	Brandon Mason	1970-07-13	UHC-65028-12	6015278105	1350 Elm St, Scottsdale, AZ, 85279	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+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
TPA-57793	TPA	Brittany Romero	1966-01-05	—	—	1928 Maple Ave, Austin, TX, 78709	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142329	ENR	Ronald R Ford	1963-10-11	UHC-97301-31	3682391657	137 Hillcrest Rd, Atlanta, GA, 30351	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413696	CLM	Stephanie Castillo	1999-07-09	UHC-57276-27	—	6638 Grand Ave, Houston, TX, 77035	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-418427	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123830	ENR	Robert P Franklin	1956-02-12	UHC-92808-89	7522231700	2377 Camelback Rd, Tucson, AZ, 85789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122659	ENR	Marilyn J Ferguson	1960-04-08	UHC-33529-32	3033306160	8625 Camelback Rd, Charlotte, NC, 28279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114779	ENR	Maria Perkins	1979-04-14	UHC-07913-66	8338908253	4106 Park Pl, Scottsdale, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51384	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26957	PRV	Bryan S Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419625	CLM	Donna Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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
CLM-410281	CLM	Donald Bennett	1977-02-28	UHC-07240-34	9089696822	2493 Elm St, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431104	CLM	Kathryn Garza	1950-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114814	ENR	Charles Z White	1958-10-28	UHC-91542-57	7353052138	6356 Cedar Ln, Orlando, FL, 32869	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140655	ENR	Omar Moreno	1962-10-03	UHC-86667-03	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112998	ENR	Mark Marquez	1973-02-09	UHC-65595-79	4114338695	2581 Maple Ave, San Antonio, TX, 78228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-55169	TPA	Melissa Stephens	2004-04-03	—	—	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-422729	CLM	Benjamin V Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-432589	CLM	Amy Ortega	2000-08-14	UHC-71099-74	6524127748	9469 Main St, Houston, TX, 77079	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431793	CLM	Anthony Ortiz	1962-11-28	—	—	3514 Sage Ct, Austin, TX, 78758	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142951	ENR	Joseph T Payne	1971-07-21	UHC-40121-50	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103708	ENR	Stephen U Ray	1957-01-19	UHC-90976-19	8493777360	630 Lake View Rd, San Antonio, TX, 78228	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53446	TPA	Wayne Johnston	1957-08-18	—	—	4906 Central Ave, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more

16,828 rows, page 161 of 337Previous Next