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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422579	CLM	Gerge Z Flores	1959-01-16	UHC-44693-88	—	8251 Pine Dr, Jacksonville, FL, 32280	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-426707	CLM	Gregory Palmer	1975-11-04	—	—	7816 Apache Blvd # 727, Chandler, AZ, 85209	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412719	CLM	Carlos Hunt	1971-12-18	UHC-24311-47	—	1181 Desert Sky Blvd, San Diego, CA, 92118	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-27160	PRV	Juy Kim	1947-05-11	—	2655955175	1313 Market St, Miami, FL, 33161	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414593	CLM	Kaylla N Mendez	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422597	CLM	Kimberly Green	1987-09-27	UHC-75762-90	8223395011	1921 Hillcrest Rd, Orlando, FL, 32823	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423619	CLM	Diane Ramos	1951-10-02	UHC-44594-97	6556412449	131 Willow Ct, Glendale, AZ, 85350	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122540	ENR	Ashlye Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402422	CLM	Lauren Carroll	1963-12-24	UHC-72475-98	8667107430	2829 Lake View Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58089	TPA	Isabella Harvey	1942-01-02	—	—	3704 Highland Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421723	CLM	Debra Holmes	2003-01-12	UHC-55286-16	—	6762 River Rd, Eden Prairie, MN, 55326	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54767	TPA	Dennis Watkins	1951-03-20	—	—	7949 Jefferson Ave, San Diego, CA, 92197	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24658	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	—	1848 Main St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54201	TPA	Aisha Stephens	1996-04-17	—	—	2778 Valley View Dr, Minneapolis, MN, 55435	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420041	CLM	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St # 570, San Antonio, TX, 78268	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425780	CLM	Albert Sanders	1975-04-25	UHC-20970-55	—	7144 Market St, Las Vegas, NV, 89114	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403478	CLM	Sharon Byod	1957-07-20	UHC-93216-37	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-406314	CLM	Cheryl Grant	1948-07-19	UHC-37922-39	8207145004	7726 Broadway Apt 18, Gilbert, AZ, 85214	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Address re-cased+3 more
PRV-25461	PRV	Barbara F James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave # 741, Miami, FL, 33103	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25758	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51014	TPA	Ryan S Boyd	1998-11-04	—	—	3945 Sage Ct, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406138	CLM	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St Apt 30, Miami, FL, 33197	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-405716	CLM	Frances Davsi	2002-03-11	UHC-96294-82	—	6445 Washington St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24726	PRV	Ronald Lee	1941-06-28	—	—	7618 Desert Sky Blvd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52228	TPA	Lawrence Ward	1983-01-07	UHC-20136-99	—	664 Elm St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62060	TPA	Richard Harrison	1988-06-17	—	—	3120 Main St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-125130	ENR	Sam Johnstton	1951-06-13	UHC-73743-62	9364229242	3367 Desert Sky Blvd, Seattle, WA, 98113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432357	CLM	Jose Banks	1997-11-05	UHC-92182-66	—	5571 Main St, Dallas, TX, 75275	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25022	PRV	Karen Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd, Atlanta, GA, 30324	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427524	CLM	Judy Price	1995-04-04	—	7165402635	3123 Palm Dr, Las Vegas, NV, 89147	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64000	TPA	Larry N Hamilton	1963-11-20	—	—	890 Apache Blvd, Gilbert, AZ, 85264	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-58912	TPA	Billy N Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26466	PRV	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	4893 Central Ave, Houston, TX, 77060	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103117	ENR	Kevin R Wright	1974-10-25	UHC-22698-63	9197348135	4413 Canyon Rd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60233	TPA	Denise Trna	1986-02-18	—	8649506273	9384 Willow Ct, Glendale, AZ, 85375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121138	ENR	Linda Robinson	2002-05-22	UHC-09691-48	—	6595 Union St, Nashville, TN, 37283	0.50	Name re-cased Phone missing area code Member ID reformatted State name converted to code+3 more
CLM-421804	CLM	Natalie Mason	1992-08-24	UHC-07376-13	—	3166 Market St, Las Vegas, NV, 89179	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52862	TPA	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 64 of 1,426Previous Next