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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-121104	ENR	Mateo A Chen	1988-05-15	UHC-76735-60	3164790384	738 Broadway, Tampa, FL, 33686	0.68	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code
ENR-129760	ENR	John Morales	1966-02-26	UHC-19687-64	—	7673 Camelback Rd, Plano, TX, 75012	0.68	Two-digit birth year State name converted to code Email lower-cased Placeholder values cleared
ENR-110316	ENR	Rebecca D Duncan	1976-10-21	UHC-15711-81	8854844079	1670 Broadway, Gilbert, AZ, 85247	0.68	Middle initial moved out of first name Address re-cased State name converted to code Whitespace trimmed
ENR-135318	ENR	Elijah Campbell	1959-10-22	UHC-67267-58	3409678447	6580 Central Ave # 332, Sacramento, CA, 95886	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
CLM-417958	CLM	Wayne Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-52512	TPA	Betty F Hernandez	1950-05-09	—	—	4114 Valley View Dr, Glendale, AZ, 85307	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-414235	CLM	Lori Austin	2003-07-23	—	—	500 Camelback Rd, San Diego, CA, 92121	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-136247	ENR	Debra X Rivera	—	UHC-98238-44	5794231734	8273 Camelback Rd, Atlanta, GA, 30345	0.68	Name re-cased Date of birth missing Phone reformatted State name converted to code
TPA-58982	TPA	Donald Elllis	1939-01-25	—	2809011502	9268 Union St, Tempe, AZ, 85269	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-110356	ENR	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased
ENR-140186	ENR	John V Maldonado	1943-04-02	UHC-04570-68	5012699231	1029 Sage Ct, Mesa, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
PRV-20710	PRV	Grace Mills	1984-07-03	UHC-19336-64	2662329785	1298 Main St, Tempe, AZ, 85217	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-419665	CLM	Beverly Lynch	1919-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411084	CLM	Mei Gibson	1977-07-16	UHC-57095-09	—	4459 Mesa Dr, Los Angeles, CA, 90095	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418983	CLM	Abigail Hill	1972-10-10	UHC-09488-21	4914166976	8313 Camelback Rd, Gilbert, AZ, 85260	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-136937	ENR	Jacob Romero	1953-11-04	UHC-62450-79	3183286700	6080 Market St, San Antonio, TX, 78241	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-137075	ENR	Ralph P Wagner	2001-06-05	UHC-63442-26	4884808342	1263 Spring St, Plano, TX, 75051	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-100502	ENR	Mason A Bradley	1965-06-10	UHC-76756-55	5274805569	4794 Maple Ave, Los Angeles, CA, 90007	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
CLM-415624	CLM	Donna Weaver	1955-03-14	—	—	9791 Park Pl, Austin, TX, 78756	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-63537	TPA	Diego Warren	1994-10-28	—	—	8476 Palm Dr, Chandler, AZ, 85210	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-28521	PRV	Luis Blakc	1993-12-20	—	8653941391	6457 Broadway # 676, Tempe, AZ, 85276	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-104693	ENR	Joseph T Cunningham	1939-09-10	UHC-10594-91	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-127950	ENR	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	5157 Lake View Rd, Dallas, TX, 75274	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-128627	ENR	Amy Daniels	2007-04-09	UHC-65236-29	—	673 Bayshore Dr, Denver, CO, 80282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-413847	CLM	Cerl N Cooper	1961-11-02	UHC-39164-14	5952517734	7817 Maple Ave, Denver, CO, 80294	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22099	PRV	Jeffrey Roberts	1942-04-13	—	—	2278 Hillcrest Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-51430	TPA	Ashley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX, 78297	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-129113	ENR	Kevin V Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.68	Name re-cased State name converted to code ZIP missing Whitespace trimmed
CLM-409828	CLM	Roger Lewis	1952-04-16	UHC-89460-83	—	9404 Highland Ave, Miami, FL, 33115	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-423570	CLM	Benjamin Duncan	1957-04-07	UHC-06987-44	—	1120 Sage Ct, Gilbert, AZ, 85299	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-128112	ENR	Roger F Slulivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134535	ENR	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.68	Name re-cased Two-digit birth year State name converted to code Email lower-cased
CLM-409047	CLM	Kathryn S Morris	1945-10-13	UHC-54409-02	—	2221 Forest Ave, Jacksonville, FL, 32234	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-126241	ENR	Wayne K Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138974	ENR	Lawrence Ramirez	1993-03-11	UHC-95611-07	—	1423 Cedar Ln Apt 23, Tucson, AZ, 85769	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-400802	CLM	Randy Sanchez	1962-01-09	UHC-91481-56	—	3993 Elm St, Chandler, AZ, 85218	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-137052	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-137051	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
CLM-421293	CLM	Joseph Stephns	1975-05-21	UHC-66802-91	—	1800 Willow Ct, Miami, FL, 33111	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-28591	PRV	John F Bell	1979-07-03	—	3126068312	4113 Market St # 328, Tucson, AZ, 85785	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
TPA-56353	TPA	Brooks Valentina	1954-12-15	UHC-68658-61	8015204532	45 Hillcrest Rd, Minneapolis, MN, 55434	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-60668	TPA	Lucia L Baker	2008-04-25	—	—	6471 Cedar Ln, Dallas, TX, 75216	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-126107	ENR	Jose J Gumez	1997-04-02	UHC-35309-70	8636290173	5705 Ocean Ave, Tucson, AZ, 85783	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-106472	ENR	Ralph Johnson	2002-07-12	UHC-66724-02	6853889592	716 Elm St, Fresno, CA, 93758	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-126538	ENR	Valentina Nguyen	1947-05-01	UHC-34214-65	—	8410 Sunset Blvd, Columbus, OH, 43270	0.68	Phone missing area code City re-cased State name converted to code Whitespace trimmed
ENR-129138	ENR	Billy Morales	1997-12-01	UHC-83444-60	9632818563	342 Grand Ave, Miami, FL	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-107175	ENR	Camila L Knight	1977-12-26	UHC-37268-86	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-134373	ENR	Debra E Ryan	1963-12-24	UHC-49221-41	—	1623 Mountain View Dr, Mesa, AZ, 85266	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

9,084 rows, page 136 of 182Previous Next