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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140828	ENR	Christopher I Henderson	1979-03-26	UHC-31623-41	4103437224	983 Grand Ave, Atlanta, GA, 30375	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53155	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53154	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428279	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	9779553021	233 Oak St, Denver, CO, 80292	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101690	ENR	Melissa Jimenez	1939-10-06	UHC-42639-44	8898156374	6734 Pine Dr, Atlanta, GA, 30373	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101723	ENR	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114348	ENR	Aisha Miller	1948-10-19	UHC-31707-73	5973635984	5672 Elm St # 540, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132806	ENR	Kayla E Padilla	2008-11-26	UHC-70209-49	6276291174	7096 Lake View Rd, Gilbert, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432529	CLM	Robert N Lewis	1938-06-12	UHC-97618-20	—	1524 Oak St, Sacramento, CA, 95858	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429837	CLM	Teresa James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave, Plano, TX, 75084	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-111380	ENR	Catherine H Morgan	2006-04-10	UHC-30159-88	5718480669	6975 Hillcrest Rd Apt 36, Tempe, AZ, 85237	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-413465	CLM	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave # 765, Austin, TX, 78797	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124651	ENR	Dennis B Mitchell	1993-04-03	UHC-59416-92	6122587459	9110 Mountain View Dr, Austin, TX, 78738	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429432	CLM	Mason Taylor	2001-07-19	—	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118694	ENR	Lori I Austyn	2003-07-23	UHC-45897-76	6905672213	3574 Cedar Ln, Fresno, CA, 93760	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426129	CLM	James Ortiz	1940-06-28	—	5575874242	7211 Desert Sky Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431498	CLM	Dylan Carlson	1946-10-01	UHC-36771-69	9885922765	1363 Baseline Rd, Atlanta, GA, 30378	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
PRV-28059	PRV	Ruth L Flores	1999-02-18	—	4807777238	7256 Valley View Dr, Gilbert, AZ, 85292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141355	ENR	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-119349	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25797	PRV	Sarah S Hawkins	1991-12-19	—	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135319	ENR	Brittany B Moore	2007-05-24	UHC-86886-77	5712535563	2956 Sunset Blvd, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-27878	PRV	Virginia Green	1963-10-26	—	2292047499	8700 Sunset Blvd, San Diego, CA, 92126	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140368	ENR	Austin Santos	2004-09-16	UHC-27796-57	3052768455	9199 Church St, Dallas, TX, 75207	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430238	CLM	Joan P Meyer	1992-11-20	UHC-56059-70	4962008110	483 Desert Sky Blvd, Charlotte, NC, 28211	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-412236	CLM	Yuki Boyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St # 297, Scottsdale, AZ, 85262	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408689	CLM	Eugene Watkins	1997-10-17	UHC-86450-26	7018293443	9178 Park Pl, Scottsdale, AZ, 85294	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412036	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405753	CLM	Janet Tran	2006-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108922	ENR	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431014	CLM	Omar James	2006-12-05	—	7424698015	902 Highland Ave # 810, Sacramento, CA, 95875	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133392	ENR	Rachel D Kim	1946-03-19	UHC-21617-33	—	977 Ridge Rd, Plano, TX, 75086	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-414375	CLM	Amber Wlch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140612	ENR	Bradley Perez	1988-02-23	UHC-12473-59	8529010649	3352 Oak St, Orlando, FL, 32837	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-139997	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137650	ENR	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139873	ENR	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	6562 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116638	ENR	Thomas A Guzman	1998-04-26	UHC-06290-37	8538788154	6043 Apache Blvd, Tempe, AZ, 85234	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431571	CLM	Katherine Greene	1968-09-02	UHC-18898-91	4286334759	2684 Union St, Jacksonville, FL, 32254	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29589	PRV	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134917	ENR	Donna Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 60 of 357Previous Next