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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129529	ENR	Valentina A Bishop	2000-02-12	UHC-57008-16	9685284446	3270 Central Ave, Fresno, CA	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
PRV-25750	PRV	Jeremy H Gomez	—	UHC-62554-77	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-425991	CLM	Carl Clark	1964-10-03	UHC-07708-62	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-411935	CLM	Samantha Welch	1970-08-20	UHC-81164-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-130790	ENR	Theresa Z Reyes	1943-03-20	UHC-09610-32	7475736121	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-405203	CLM	Frances Jenkins	1987-09-19	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-418364	CLM	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-124148	ENR	Dot W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.72	Name split from “Last, First”Gender normalised
CLM-413130	CLM	Sarah Hansen	1960-08-17	—	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.72	Name split from “Last, First”ZIP+4 trimmed
CLM-405342	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	—	4496 Willow Ct, Tampa, FL, 33655	0.72	Name split from “Last, First”Gender normalised
TPA-58103	TPA	Marcus Soto	1977-03-21	—	—	8050 Main St, Atlanta, GA, 30362	0.72	Name split from “Last, First”ZIP+4 trimmed
ENR-100295	ENR	Isabella N Fernandez	1959-07-24	UHC-84816-78	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.72	Name split from “Last, First”State name converted to code
ENR-113127	ENR	Janet McCoy	1976-12-24	UHC-37710-07	—	1573 Grand Ave, Scottsdale, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-114268	ENR	Hannah Dixon	1984-01-07	UHC-63529-48	6799192947	2538 Union St Apt 29, Nashville, TN, 37268	0.72	Name split from “Last, First”Unit split from street
ENR-133994	ENR	Douglas James	1988-04-13	UHC-97790-97	—	1982 Church St, Minneapolis, MN, 55466	0.72	Name split from “Last, First”Two-digit birth year
CLM-416059	CLM	Sandra Campbell	1965-04-19	UHC-19891-88	—	2046 Central Ave, Mesa, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-130986	ENR	Priya Reid	2007-06-19	UHC-78064-90	4934929967	9104 Ridge Rd, Chandler, AZ	0.72	Name split from “Last, First”ZIP missing
PRV-21757	PRV	Josse Ruiz	—	—	9006602747	1145 Mountain View Dr, Sacramento, CA, 95899	0.72	Name split from “Last, First”Date of birth unreadable
ENR-111251	ENR	Kathy Matthews	1998-02-01	UHC-70356-45	5295022379	5746 Church St # 868, Fresno, CA, 93731	0.72	Name split from “Last, First”Unit split from street
ENR-132883	ENR	Amanda A Simmons	1945-02-14	UHC-72306-59	2098525970	4107 Indian School Rd, San Diego, CA, 92111	0.72	Name split from “Last, First”State name converted to code
ENR-113261	ENR	Randy Mason	1959-10-09	UHC-99251-17	—	3911 Lincoln Way, Scottsdale, AZ, 85205	0.72	Name split from “Last, First”State name converted to code
ENR-122758	ENR	Rebecca X Chavez	1986-12-03	UHC-60022-24	3557102982	6705 Cedar Ln, Miami, FL, 33175	0.72	Name split from “Last, First”State name converted to code
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-50713	TPA	Charles Marquez	1991-05-09	—	5675652015	357 Willow Ct, Miami, FL, 33145	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-22990	PRV	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26430	PRV	Arjun Evans	1979-02-19	—	2913574271	5961 Broadway, Scottsdale, AZ, 85235	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137474	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more
ENR-115638	ENR	Judy Gordon	1989-01-19	UHC-42217-51	7278481504	3894 Broadway, Austin, TX, 78713	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133031	ENR	Aisha X Montgomery	1941-08-14	UHC-04709-66	2963761893	6702 River Rd, Las Vegas, NV, 89125	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26817	PRV	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112909	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112910	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-418460	CLM	Jack Y Dunn	2007-02-20	—	4384003779	414 Broadway, Nashville, TN, 37216	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-114110	ENR	Wei U Estrada	1987-08-21	UHC-45426-98	3574269615	5179 Pine Dr, Los Angeles, CA, 90075	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-426174	CLM	Russell L Nelson	1967-07-07	UHC-16363-20	5063453009	8563 Ridge Rd, San Diego, CA, 92144	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-121326	ENR	Ana T Ortiz	1942-10-19	UHC-95492-70	4869835473	4649 Bayshore Dr, Glendale, AZ, 85304	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120246	ENR	Samantha Clark	1944-06-24	UHC-89552-08	6052837949	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-425870	CLM	Kathy Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111700	ENR	Eugnee King	1977-12-14	UHC-68491-61	5913784107	5527 Lincoln Way, Tampa, FL, 33676	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-141879	ENR	Margaret F Fernandez	1938-09-28	UHC-38371-52	4357825488	1878 Ocean Ave, Atlanta, GA, 30309	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more

9,980 rows, page 153 of 200Previous Next