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
TPA-54766	TPA	Priya Jimenez	1962-12-10	—	—	1209 Central Ave, Dallas, TX, 75242	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140597	ENR	Charlotte Chapman	1979-11-17	UHC-57418-29	4075991025	3896 Church St, Miami, FL, 33103	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124432	ENR	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave, Scottsdale, AZ, 85207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136935	ENR	Logan J Larson	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422743	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109970	ENR	Noah Martinez	1971-01-07	UHC-54843-07	5695071780	9722 Union St, Los Angeles, CA, 90097	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415847	CLM	Fatima C Ruiz	1998-12-07	UHC-33575-16	9063576772	6908 Forest Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-423402	CLM	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410708	CLM	Evelyn M Williams	2008-09-27	UHC-96663-83	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413968	CLM	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr, Seattle, WA, 98119	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136842	ENR	Deborah Fox	—	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-135999	ENR	Fatima Z Morgan	1999-05-22	UHC-94906-30	8285576908	5820 Baseline Rd, Las Vegas, NV, 89180	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425852	CLM	Alexis Mitchell	1973-02-06	—	—	1919 Park Pl, Jacksonville, FL, 32209	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120712	ENR	William O Marquez	1979-01-28	UHC-52616-48	—	8067 Apache Blvd, Tempe, AZ, 85239	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118508	ENR	Margaret A Olson	1958-11-22	UHC-41517-04	4358121706	222 Desert Sky Blvd, Gilbert, AZ, 85284	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60721	TPA	Steve Boyd	2007-08-18	—	—	283 Spring St, Plano, TX, 75094	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431724	CLM	Beverly Carlson	1998-10-09	UHC-97520-90	—	834 Grand Ave Apt 27, Fresno, CA, 93708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402916	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-116497	ENR	Priay Wright	1951-01-21	UHC-02911-90	4283327125	6085 Baseline Rd, Jacksonville, FL, 32223	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108247	ENR	Cheryl N Scott	1991-02-23	UHC-34552-42	3889988992	8386 Lake View Rd, Tempe, AZ, 85200	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-100410	ENR	Kelly Hugehs	1982-12-05	UHC-94709-09	2303809948	2624 Park Pl, Orlando, FL, 32892	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406107	CLM	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121329	ENR	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432087	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432088	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103430	ENR	Melissa Hart	2005-02-10	UHC-06739-23	3355163640	4588 Baseline Rd, Atlanta, GA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-424756	CLM	—Junk	1948-08-09	UHC-15768-95	6652951829	1765 Mesa Dr, Minneapolis, MN, 55462	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120155	ENR	Julie Allen	2006-07-18	UHC-71841-70	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422216	CLM	Yuki Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117553	ENR	Mateo N Bowman	—	UHC-22409-06	2692096715	4933 Bayshore Dr, Glendale, AZ, 85359	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-415816	CLM	Patricia M Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN, 55427	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107560	ENR	OJunk	1991-05-19	—	3354668249	2636 Highland Ave, Sacramento, CA, 95889	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407379	CLM	Joyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20043	PRV	Doris T Mendoza	1986-11-26	UHC-29920-87	3069977547	5813 Willow Ct, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140045	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	6056329565	2008 Ocean Ave, Dallas, TX, 75253	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
ENR-114560	ENR	Sophia Miller	2004-08-07	—	5386532881	9556 Canyon Rd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63269	TPA	Denise Pena	1998-08-10	—	—	8859 Lake View Rd, Tucson, AZ, 85711	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406409	CLM	Alexis Welch	1950-05-21	UHC-42203-08	—	6563 Canyon Rd, Phoenix, AZ, 85068	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-54821	TPA	Helen McCoy	2004-04-17	—	—	5375 Oak St, Mesa, AZ, 85215	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63172	TPA	Jesse D Lewsi	—	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415071	CLM	Karen Roberts	1944-08-03	UHC-49232-31	4515352745	3071 Cedar Ln, San Diego, CA, 92160	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102128	ENR	Aronld G Cheryl	1939-07-17	UHC-49778-27	9474471899	1883 Canyon Rd, Chandler, AZ, 85280	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432090	CLM	Brittany I Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

16,828 rows, page 66 of 337Previous Next