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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409933	CLM	Jeffrey Collins	1963-05-16	—	—	3872 Mountain View Dr, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-106788	ENR	Jacqueline Williams	1962-04-22	UHC-76657-21	3746730146	949 Lake View Rd, Tampa, FL, 33659	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57436	TPA	Mike Barnes	1951-12-12	—	2883789898	8521 Desert Sky Blvd Apt 9, Jacksonville, FL, 32220	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107590	ENR	Jack V Armstrong	1965-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64208	TPA	Valentina Diaz	1942-03-10	—	8394147263	8551 Indian School Rd Apt 35, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138663	ENR	Anthony Hudson	1950-11-25	UHC-90438-50	4684483691	4131 Baseline Rd, Charlotte, NC, 28221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106352	ENR	Brown Diana	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108199	ENR	Christopher George	1968-08-04	UHC-66684-75	9598481439	6132 Canyon Rd, Phoenix, AZ, 85033	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406109	CLM	Adam Cnotreras	1973-04-05	—	—	5706 Indian School Rd, Plano, TX, 75091	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-140901	ENR	Yuki Webb	1948-10-21	UHC-25530-28	5104100495	8823 Washington St, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24865	PRV	Melissa Anderson	1981-07-02	—	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51153	TPA	Deb Johnson	1978-06-01	—	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125726	ENR	Abby Stewart	1950-11-04	UHC-23233-80	2465601392	3674 Harbor Blvd, Orlando, FL, 32894	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403628	CLM	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64166	TPA	Brittany Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-410595	CLM	Betty Hunter	1989-09-07	UHC-84042-08	8756302387	—	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-126433	ENR	Betty M Barens	1961-10-15	UHC-67824-46	5049354840	5988 Ocean Ave, Plano, TX, 75092	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140064	ENR	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr # 110, Fresno, CA, 93719	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-416996	CLM	Abby H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd Apt 37, Tempe, AZ, 85256	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421314	CLM	Emma Hayes	1947-11-22	UHC-08659-93	—	7363 Cedar Ln # 368, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53739	TPA	Evelyn Valdez	1959-09-19	—	—	607 Highland Ave Apt 38, San Antonio, TX, 78255	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-141420	ENR	William F Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431536	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431537	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423500	CLM	Omar Silva	1962-06-26	UHC-10513-43	3564993674	4924 Mountain View Dr, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113675	ENR	Paul V Rivera	1949-01-27	UHC-20758-69	3145054679	43 Lake View Rd, Gilbert, AZ, 85275	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406746	CLM	Patricia Mendez	2004-07-01	UHC-77558-15	—	7575 Union St, Minneapolis, MN, 55404	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26151	PRV	Jordan Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112329	ENR	Ralph R Simmons	1962-05-14	UHC-34659-40	5336064870	6693 Washington St, San Diego, CA, 92176	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-56731	TPA	Bradley Lopez	2005-02-24	—	—	5000 Central Ave, Denver, CO, 80235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62228	TPA	Aisha Burns	1974-10-07	—	—	4453 Forest Ave, Dallas, TX, 75244	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-427553	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	697 Meadow Ln, Phoenix, AZ, 85026	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410951	CLM	Joseph Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125343	ENR	Albert U Jenkins	1945-10-04	UHC-04855-81	6174537954	8782 Grand Ave, Houston, TX, 77076	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128223	ENR	Kimberly H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58870	TPA	Loan Gardner	1946-06-26	—	5898706565	6261 Washington St, San Antonio, TX, 78256	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116840	ENR	Mei Powell	1938-01-21	UHC-86561-31	—	9037 Ridge Rd, Scottsdale, AZ, 85281	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-115300	ENR	Wei Schmidt	1999-03-17	UHC-77674-75	—	4870 Pine Dr, Tempe, AZ, 85210	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-21350	PRV	Albert Murphy	1953-11-18	UHC-70792-68	9256811998	3133 Lincoln Way Apt 27, Miami, FL, 33132	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

39,996 rows, page 149 of 800Previous Next