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

Provider network, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26656	PRV	Gloria Dean	1938-09-23	—	2404923032	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25114	PRV	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
PRV-21087	PRV	Kyle Z Wong	1953-12-09	UHC-64030-81	—	1353 Lake View Rd, Mesa, AZ, 85242	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28038	PRV	Madison Reyes	1946-04-18	—	3839294814	6130 Elm St, Orlando, FL, 32897	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27239	PRV	Phiilip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-23048	PRV	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-27207	PRV	Samuel Simmnos	1945-05-25	UHC-47169-69	—	519 Grand Ave, Orlando, FL, 32885	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-26997	PRV	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25431	PRV	Pamela Bryant	1960-03-17	—	6159289513	609 Lake View Rd, Los Angeles, CA, 90019	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-25075	PRV	Diego Wood	1998-05-03	—	7676343463	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27882	PRV	Steven Foster	1976-12-16	—	9228164470	2034 Broadway, Jacksonville, FL, 32297	0.78	Two-digit birth year Phone reformatted Address re-cased Email lower-cased+1 more
PRV-26578	PRV	Henry Burton	—	—	6458435996	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-27921	PRV	Jessica Butler	1982-09-01	UHC-12602-12	4279139611	2868 Maple Ave, Phoenix, AZ, 85006	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23430	PRV	Roy Vargas	1995-02-27	UHC-80446-31	—	8851 Maple Ave, Los Angeles, CA, 90066	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-22794	PRV	Jess Bennett	1991-05-02	UHC-98542-11	9145260374	5439 Camelback Rd, Denver, CO, 80206	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27297	PRV	Lawrence Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-25063	PRV	Ruth T Martin	1995-04-11	—	7974100469	3526 Maple Ave, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-20672	PRV	Denny Sandeers	1982-03-12	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-24246	PRV	Donna Welch	—	UHC-78754-72	5074405110	—	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-20514	PRV	Doorothy Jacobs	1942-02-04	UHC-33416-55	—	2626 River Rd, Fresno, CA, 93771	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25086	PRV	Tyler Singh	2002-04-12	—	9546375251	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25190	PRV	Elizabeth Fisher	1955-03-03	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29210	PRV	Emily Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-23838	PRV	Russell V Ramos	1982-11-04	—	—	241 Lincoln Way, San Diego, CA, 92171	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-21135	PRV	Brenda Dominguez	1938-09-27	—	9774373997	2854 Maple Ave, Miami, FL, 33120	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28422	PRV	Adam P Hicks	1979-05-03	UHC-61952-26	4716532928	5348 Mountain View Dr, Denver, CO, 80282	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28725	PRV	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-26401	PRV	Joyce Evans	—	UHC-63977-81	9738624698	—	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
PRV-24995	PRV	Jacob Little	1974-07-12	—	6986938137	2649 Indian School Rd, Houston, TX, 77023	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24435	PRV	Teresa V Harrison	2007-01-27	UHC-56572-05	9753049752	1781 Harbor Blvd, San Antonio, TX, 78294	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22132	PRV	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22815	PRV	Aisha Baker	1944-03-19	—	2258031079	5994 Indian School Rd # 611, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
PRV-28447	PRV	Wright Anthony	1957-06-16	UHC-70779-76	—	4821 River Rd, Scottsdale, AZ, 85231	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29273	PRV	Yuki Williamson	2000-03-19	—	—	4914 Sage Ct, Jacksonville, FL, 32270	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-29260	PRV	Gloria N Hudson	1976-06-26	—	—	603 Maple Ave, Tucson, AZ, 85789	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-25058	PRV	Matthew Alexender	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL, 33138	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-25035	PRV	Alan U Rice	1997-01-02	UHC-08546-54	4873637638	5955 Sage Ct, Seattle, WA, 98161	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27610	PRV	Dunna Reed	1985-11-09	—	4475624458	9147 Park Pl, Jacksonville, FL, 32242	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27002	PRV	Walker D Fatima	1977-09-21	UHC-22421-47	—	1113 Mesa Dr, Mesa, AZ, 85266	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-22502	PRV	Maria Wang	1976-04-07	UHC-01269-47	—	6033 Mesa Dr, Phoenix, AZ, 85004	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Placeholder values cleared
PRV-26769	PRV	Betty Gardner	—	UHC-30425-67	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
PRV-20344	PRV	Thomas V West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 15, Dallas, TX, 75211	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
PRV-23591	PRV	Beverly Padilla	1988-12-19	—	6967591907	404 Park Pl, Denver, CO, 80256	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-27947	PRV	Michelle P Baker	1989-05-27	—	—	3246 Sage Ct, San Diego, CA, 92111	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24980	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24979	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26798	PRV	Isabella Watson	1977-02-03	UHC-11528-25	6795711721	6426 Washington St, Houston, TX, 77066	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-22409	PRV	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
PRV-28325	PRV	Timothy J Guzman	1956-04-14	—	—	1038 Mesa Dr, Seattle, WA, 98168	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared

880 rows, page 13 of 18Previous Next