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-131476	ENR	Ralph M Espinoza	1938-09-14	UHC-65631-51	9568026018	2235 Highland Ave, Tempe, AZ, 85211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136788	ENR	Sullivan R Mariana	2000-07-03	UHC-16030-06	9187708132	175 Washington St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127055	ENR	Judy V Perkins	1944-02-12	UHC-50913-42	5309016462	9836 Apache Blvd, Dallas, TX, 75260	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136483	ENR	Logan V Patterson	1962-09-14	UHC-77830-85	5196254018	9384 Lincoln Way, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-130286	ENR	Virginia C Boyd	2006-01-27	UHC-21870-52	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119557	ENR	Harold Ryan	1988-11-28	UHC-44392-49	4394191715	8369 Oak St, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-115112	ENR	Lucia O Bailey	1938-08-26	UHC-99380-89	6599635095	5146 Meadow Ln, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122263	ENR	Amber Vasquez	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr, San Antonio, TX, 78252	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117641	ENR	Hiroshi Black	1965-05-07	UHC-45278-92	4599583599	4931 Forest Ave, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136771	ENR	Amber Cruz	1943-10-18	UHC-42078-47	8548477408	7339 Oak St, Austin, TX, 78707	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108959	ENR	Patricia Ross	1974-04-27	—	2336634295	6260 Market St, Eden Prairie, MN, 55398	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128498	ENR	Henry Allen	1971-08-01	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113934	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113935	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112163	ENR	Marcus Edwards	1950-04-19	UHC-56679-42	7275149764	1077 Park Pl, Las Vegas, NV, 89138	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102008	ENR	Deborah Wright	1997-11-24	UHC-99995-15	8386554709	7683 Market St, Orlando, FL, 32813	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136383	ENR	Mark Valdez	1980-03-27	UHC-55520-85	6958144014	9126 Main St, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116665	ENR	Jacob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd, Mesa, AZ, 85229	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105811	ENR	Billy O Diaz	1946-11-23	UHC-25565-73	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106965	ENR	Gerald F Lane	1956-12-14	UHC-81282-60	3295435865	9640 Jefferson Ave, Atlanta, GA, 30350	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122365	ENR	Vincent W Rose	2000-12-23	UHC-31918-01	7115506892	9053 Baseline Rd, Miami, FL, 33170	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103415	ENR	Kayla Patterson	1994-06-27	UHC-29607-30	5467703415	3506 Willow Ct, Mesa, AZ, 85231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112371	ENR	Diane J Tran	1943-02-07	UHC-37638-51	4469908920	7600 Park Pl, Orlando, FL, 32836	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116755	ENR	Rachel U Cruz	1995-10-10	UHC-28148-13	4334919508	5467 Forest Ave, Minneapolis, MN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-130680	ENR	Amy K Jenkins	1970-03-01	UHC-40298-28	8513546174	2438 Cedar Ln, San Diego, CA, 92163	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112387	ENR	Lucia Y Little	1991-12-24	UHC-11404-43	5938116591	4657 Grand Ave, Chandler, AZ, 85252	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112388	ENR	Lucia Y Little	1991-12-24	UHC-11404-43	5938116591	4657 Grand Ave, Chandler, AZ, 85252	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131149	ENR	Jeremy Black	1991-06-26	UHC-57324-01	—	6364 Harbor Blvd, Mesa, AZ, 85292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109037	ENR	Gerald Davis	1959-07-13	UHC-68736-64	7918239090	7154 Pine Dr, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-141522	ENR	Helen L Powell	1994-08-24	UHC-51723-48	7042842822	5067 Union St, Tampa, FL, 33611	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127767	ENR	Albert C Le	2008-12-24	UHC-06229-79	8388034955	2260 Maple Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-113170	ENR	Gabriel Nunez	1953-10-26	UHC-04144-51	4462278029	8199 Camelback Rd, Denver, CO, 80291	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141663	ENR	Christian Rivera	1988-10-19	UHC-65906-62	3347413618	1552 Willow Ct, Tucson, AZ, 85785	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136589	ENR	Paamela K Evans	1982-04-03	UHC-26032-41	5662584815	2330 Sage Ct, Eden Prairie, MN, 55322	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-116394	ENR	Rebecca Kennedy	1938-05-08	UHC-25249-09	5142218499	2598 Church St, Jacksonville, FL, 32236	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136074	ENR	Arthur G Ray	2005-05-23	UHC-79109-70	3693613269	1716 Canyon Rd # 539, Tampa, FL, 33617	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-123603	ENR	Janice Greene	1986-08-15	UHC-32981-06	—	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132111	ENR	Ashley G Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126338	ENR	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-130255	ENR	Margaret Peeterson	1976-05-18	UHC-99793-38	4658441412	5766 Desert Sky Blvd, Dallas, TX, 75292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108121	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-108122	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-131653	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-103009	ENR	Ann Alexander	1989-06-18	UHC-24579-76	6435155275	8659 Ocean Ave, Columbus, OH, 43267	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-137962	ENR	Robert Carter	1978-08-07	UHC-70161-33	9189019731	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-134963	ENR	Natalie U Warren	2007-12-13	UHC-66564-15	9533352615	576 Spring St, Las Vegas, NV, 89136	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more

4,309 rows, page 49 of 87Previous Next