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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+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
TPA-61456	TPA	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr Apt 30, Charlotte, NC, 28208	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118183	ENR	Ryan Wayne	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406822	CLM	Cheryl Rivera	1963-09-14	UHC-26252-84	9893350789	7489 Apache Blvd, Phoenix, AZ, 85039	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22191	PRV	Stephanie Bishop	1982-12-17	—	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
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
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street 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-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
PRV-28628	PRV	Raymond Day	1984-07-02	—	8372569229	227 Elm St Apt 37, Tucson, AZ, 85757	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+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-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+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-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-55053	TPA	Martha Ellis	1950-12-09	—	—	2887 Highland Ave, Charlotte, NC, 28292	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63152	TPA	Ashley Coleman	1950-09-15	—	8938616922	4299 Washington St, Los Angeles, CA, 90057	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105222	ENR	Danielle Kim	1952-07-11	UHC-79152-15	4304538765	2296 Mountain View Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20157	PRV	Chrristian Carpenter	1947-09-17	—	4936576516	8062 Canyon Rd, Los Angeles, CA, 90082	0.62	Date of birth reformatted Phone reformatted 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
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
CLM-425147	CLM	Diane Wells	1941-11-24	UHC-04452-60	6145750929	3200 Highland Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59027	TPA	Martha Salazar	1982-06-10	—	—	1310 Forest Ave, Orlando, FL, 32859	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123790	ENR	Priya F Alvarado	1981-02-27	UHC-65556-89	5397289726	1111 Ridge Rd, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-101751	ENR	Scott Reynolds	1944-05-06	UHC-58037-43	8183340725	9018 Harbor Blvd, Jacksonville, FL, 32281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113283	ENR	Julie H Sims	1980-02-25	UHC-52677-23	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425889	CLM	Randy B Edwwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427974	CLM	Christopher Obrien	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 125 of 648Previous Next