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-124901	ENR	Kathleen C Salazar	1961-02-05	UHC-01997-43	—	9016 Ocean Ave, Fresno, CA, 93733	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-101214	ENR	Sophia C Hamilton	1950-04-09	UHC-89129-63	3573203423	2596 Elm St, Miami, FL, 33181	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
CLM-413049	CLM	Paul Mejia	1994-10-14	—	3976107895	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-127537	ENR	Jose X Hunter	1952-06-01	UHC-33111-97	6153272706	2363 Forest Ave, Houston, TX, 77040	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-430816	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-415073	CLM	Cheryl Henderson	1993-07-27	UHC-31875-96	—	7765 Baseline Rd, Columbus, OH, 43231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412209	CLM	Katherine Howell	2006-04-08	UHC-24751-04	—	6115 Indian School Rd, Los Angeles, CA, 90004	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-128133	ENR	Ryan M Cox	1963-09-19	—	6729764042	3541 Highland Ave, Chandler, AZ, 85262	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-51126	TPA	Gregory Richardson	1960-04-11	—	—	1687 Palm Dr, Dallas, TX, 75271	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28896	PRV	Douglas Russell	1997-07-01	—	—	3018 Harbor Blvd Apt 3, Sacramento, CA, 95872	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411452	CLM	Theresa Jimenez	1971-10-04	UHC-78147-56	—	3652 River Rd, Fresno, CA, 93777	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126508	ENR	Rebecca E Holmes	1957-06-16	UHC-55997-48	6694600338	5775 Grand Ave, Minneapolis, MN, 55401	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
PRV-21954	PRV	Raymond Rodriguez	1980-09-11	—	7043124628	6125 Meadow Ln Apt 11, Denver, CO, 80288	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107512	ENR	Zachary D Thompson	1973-11-22	UHC-15871-31	7147971276	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-413143	CLM	Carter Chriistina	1943-10-03	—	5076300680	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116913	ENR	Judith E Dunn	1974-06-08	UHC-01652-57	4669492533	52 Lake View Rd, Atlanta, GA, 30375	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-102994	ENR	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	2850 Highland Ave, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
TPA-62720	TPA	Rebecca Fox	2000-12-04	UHC-05601-41	4408713521	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415402	CLM	Scott G Guzan	1989-02-04	UHC-03230-14	3716428266	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
ENR-131705	ENR	Gloria Morgan	1956-03-18	UHC-10264-85	7904552356	8810 Jefferson Ave, Charlotte, NC, 28251	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-58886	TPA	Diana Estrada	1987-06-14	—	—	6741 Cedar Ln, Fresno, CA, 93706	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26842	PRV	Ken James	1941-08-01	—	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140851	ENR	Cynthia Walsh	1941-10-18	UHC-88080-45	4149704324	4910 Oak St, Tucson, AZ, 85775	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-414478	CLM	Jordan Porter	2001-04-17	UHC-69300-41	8595971957	2631 Highland Ave, Austin, TX, 78707	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-422379	CLM	David Hicks	1957-12-18	—	—	3403 Sage Ct, San Diego, CA, 92159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102911	ENR	Hiroshi N Keley	1977-12-16	UHC-89921-68	5736294678	1459 Jefferson Ave, Miami, FL, 33136	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-138655	ENR	Nancy Fernandez	1953-08-14	UHC-17195-77	5598478940	8761 Desert Sky Blvd, Dallas, TX, 75263	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-124712	ENR	Joyce Marshall	1953-11-22	UHC-48836-54	3108767176	3833 Hillcrest Rd Apt 15, Scottsdale, AZ, 85275	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
TPA-51363	TPA	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
PRV-23249	PRV	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr Apt 30, Nashville, TN, 37224	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
ENR-127728	ENR	Matteo N Hughes	1965-05-14	UHC-97145-41	3842456609	—	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
TPA-60051	TPA	Scott Maldonado	1988-06-23	—	—	5599 Palm Dr, Atlanta, GA, 30317	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-136885	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
CLM-416120	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	—	9248 Palm Dr, Sacramento, CA, 95860	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-130661	ENR	Amber Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108096	ENR	Ralph W McDonald	1952-03-04	UHC-67915-66	7408701441	2903 Forest Ave, Atlanta, GA, 30304	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-132661	ENR	Judith H Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
PRV-27666	PRV	Justin Rojas	—	—	4103007271	2150 Highland Ave, Atlanta, GA, 30332	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-432355	CLM	Mariana Morrison	1987-05-16	—	7865220817	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-409045	CLM	Doris Ford	1985-08-03	—	—	4869 Meadow Ln, Mesa, AZ, 85259	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-59479	TPA	Alexander Rivera	1958-07-12	—	—	298 Washington St, Phoenix, AZ, 85087	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-111208	ENR	Judy Q Valdez	1973-01-24	UHC-68274-57	7167702849	4791 Apache Blvd, Tucson, AZ, 85763	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-103339	ENR	Adam Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-432019	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	7483 Canyon Rd, Phoenix, AZ, 85089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432020	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	7483 Canyon Rd, Phoenix, AZ, 85089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
TPA-57211	TPA	Laura Black	1958-12-07	—	—	3594 Washington St, Houston, TX, 77092	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-120150	ENR	Ryan L White	1997-06-15	UHC-97161-39	5548943833	1067 Oak St, Austin, TX, 78761	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased

9,980 rows, page 140 of 200Previous Next