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
CLM-409987	CLM	Nicole Hayes	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-127561	ENR	Mason W Howard	1981-02-03	UHC-97472-90	9555254327	2216 Church St, Jacksonville, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28858	PRV	Cynthia Ross	—	—	9115534062	9101 Pine Dr, Seattle, WA, 98108	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55509	TPA	Bradnon White	2000-04-11	—	6963792814	1696 Apache Blvd, Las Vegas, NV, 89171	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112856	ENR	Patrick Marquez	1995-05-22	UHC-59828-36	5522401961	4295 Apache Blvd, Austin, TX, 78754	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50292	TPA	Yuki E Berry	1953-01-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-403560	CLM	Hannah Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
ENR-118974	ENR	Janice K Richards	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-135731	ENR	Isabella R Wong	2002-04-02	UHC-26829-40	2143931205	7567 Sage Ct, Gilbert, AZ, 85263	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
ENR-134817	ENR	Douglas O Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-112543	ENR	Nancy I Salazar	1981-03-05	UHC-90313-65	8346663805	5548 Sage Ct, Columbus, OH, 43296	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-430330	CLM	Ashley Hunter	1962-01-15	UHC-27397-79	9575998185	4675 Mesa Dr, Columbus, OH, 43203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24205	PRV	Wei Castillo	—	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421272	CLM	Brittany Mendez	1946-05-27	UHC-75234-10	—	5701 Baseline Rd, Columbus, OH, 43234	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140009	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139562	ENR	Willie Chavez	1952-10-12	UHC-99334-33	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51818	TPA	William Garrett	1993-12-01	—	6318431022	368 Desert Sky Blvd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61129	TPA	Jordan Mason	1963-03-07	—	—	9391 Valley View Dr, Nashville, TN, 37291	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-428000	CLM	Daniel E Gilbert	1938-08-24	—	2658441156	9403 Market St, Tampa, FL, 33624	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119554	ENR	Liz George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103235	ENR	Denny Lopez	1962-10-07	UHC-83888-95	7704278758	2194 Church St, Seattle, WA, 98106	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-112429	ENR	Sara B Ramos	1998-09-02	UHC-90845-02	6568151176	4731 Sage Ct, San Diego, CA, 92168	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142908	ENR	Joyyce U Snyder	1993-12-04	UHC-73911-66	4022466500	8349 Willow Ct, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410890	CLM	Katherine Bell	1997-07-13	—	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-431145	CLM	Charles M Hoffman	1986-03-16	UHC-28425-96	8849558470	1089 Bayshore Dr, Jacksonville, FL, 32269	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-430741	CLM	Samantha Payne	2001-06-24	UHC-99063-40	—	4292 Washington St, Gilbert, AZ, 85200	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
ENR-114388	ENR	Hiroshi B Harrison	1948-04-27	UHC-09174-09	5389243959	1277 Spring St, Fresno, CA, 93797	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428168	CLM	Kevin D Matthews	1966-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114040	ENR	Brandon Q Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd # 334, Denver, CO, 80281	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-405996	CLM	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX, 75090	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115513	ENR	Jeffrey Vazquez	2007-06-12	UHC-94739-65	5369495497	2458 Lincoln Way Apt 23, Houston, TX, 77061	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107350	ENR	Jose B Lawrence	1967-12-22	UHC-16741-15	2338899604	9696 Valley View Dr, Atlanta, GA, 30300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51609	TPA	Keith Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ, 85299	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104102	ENR	Diego Daniels	1953-10-13	UHC-77752-86	2393579243	3198 Highland Ave, Eden Prairie, MN, 55357	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50318	TPA	Diego Holmes	1965-05-21	—	—	5512 Sage Ct, Scottsdale, AZ, 85238	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

16,828 rows, page 67 of 337Previous Next