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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102111	ENR	Sophia Fox	1973-06-20	UHC-96989-32	4989404410	5249 Sage Ct, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107715	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115901	ENR	Sofia Anderson	1967-01-26	UHC-62309-86	8154175839	5335 Forest Ave, Fresno, CA, 93762	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-125757	ENR	George J Cooper	1988-06-04	UHC-06641-62	4678091401	5636 Willow Ct, Tampa, FL, 33669	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117798	ENR	Heather Ramirez	1985-09-07	UHC-96401-94	6756695687	3843 Main St, Plano, TX, 75050	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-127459	ENR	Jeremy Clark	1978-02-18	UHC-95821-87	7239183787	6975 Ridge Rd, Houston, TX, 77014	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137767	ENR	Natalie A Alvarez	2001-11-26	UHC-85005-33	3469463185	9730 Canyon Rd, Austin, TX, 78760	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128686	ENR	Ethan L Jackson	1954-04-10	UHC-62313-89	5583013069	801 Main St, San Antonio, TX, 78269	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112210	ENR	Brian Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113603	ENR	Abigail Y Martinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128341	ENR	Donna T Aguilar	1991-06-09	UHC-53014-02	2775435026	3600 Central Ave, San Diego, CA, 92164	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114872	ENR	Mark G Hicks	1970-05-20	UHC-81141-15	7067717139	3440 Ocean Ave, Tucson, AZ, 85766	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-121928	ENR	Albert G Stephens	1949-04-17	UHC-81418-55	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-113901	ENR	Jennifer W Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Email lower-cased+2 more
ENR-107510	ENR	Sadra Jackson	1946-02-22	UHC-13086-58	—	5992 Oak St Apt 20, Jacksonville, FL, 32207	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136558	ENR	Maria Cole	1946-12-12	UHC-57827-95	6113525955	7219 Apache Blvd, Phoenix, AZ, 85014	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-109801	ENR	Tyler C Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131601	ENR	Harold K Nguyen	2001-08-19	UHC-44441-80	2844345446	6451 Hillcrest Rd, Phoenix, AZ, 85081	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117155	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100991	ENR	Anna S Fisher	1990-09-28	UHC-66514-15	—	6576 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132912	ENR	Emma Jackson	1905-11-25	UHC-14402-88	6897179127	1433 Jefferson Ave, Nashville, TN, 37238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-131355	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave, Tampa, FL, 33680	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130950	ENR	Bobby Luna	1980-04-14	UHC-58068-44	9664425131	6309 Jefferson Ave, Miami, FL, 33162	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-111629	ENR	Justin N Carr	1979-02-16	UHC-13351-15	—	7691 Forest Ave, Gilbert, AZ, 85275	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128800	ENR	Elijah X Greene	1988-08-10	UHC-82662-56	—	8413 Church St, Phoenix, AZ, 85050	0.52	Name split from “Last, First”Two-digit birth year City re-cased Gender normalised+2 more
ENR-130331	ENR	Frances A Wong	1997-11-20	UHC-71214-60	7178921720	6245 Broadway, Denver, CO, 80235	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-132268	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140613	ENR	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-109506	ENR	Laura B Vasquez	—	UHC-24014-44	5645558912	5673 Harbor Blvd, Glendale, AZ, 85344	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125304	ENR	Zachary Payne	1948-03-24	UHC-70686-74	9853600044	4827 Baseline Rd, Eden Prairie, MN, 55398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more

4,309 rows, page 26 of 87Previous Next