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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111482	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL, 33190	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101817	ENR	Yuki X Green	1970-08-13	UHC-53218-39	7835620480	6180 Jefferson Ave, San Antonio, TX, 78223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112413	ENR	Gabriel I Scott	1981-01-17	UHC-48883-22	—	8310 Main St, San Antonio, TX, 78235	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100788	ENR	Andrew H Mejia	2002-11-14	UHC-52603-70	4499926692	3353 Central Ave, Tampa, FL, 33675	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140278	ENR	Mason D Jimenez	1984-07-20	UHC-12368-64	5326649655	5361 Union St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111707	ENR	Gregory H Webb	1990-05-28	UHC-44136-24	8152341384	3507 Camelback Rd, Sacramento, CA, 95859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123572	ENR	Christina Hernandez	1977-03-26	UHC-56078-78	2705084343	3872 Indian School Rd, Atlanta, GA, 30374	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115729	ENR	Janet E Sullivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131618	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-131619	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-131346	ENR	Kathernie D Wilson	1969-09-03	UHC-57213-48	7063474187	2813 Market St, Eden Prairie, MN, 55330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114283	ENR	Charlotte Valdez	1991-05-01	UHC-15624-35	8302217698	1375 Canyon Rd, Columbus, OH, 43288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109429	ENR	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-107720	ENR	Ralph R Williamson	1987-07-26	UHC-12735-84	4805300172	1667 Palm Dr, Scottsdale, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136071	ENR	Santiago Morrison	2008-07-16	UHC-81496-47	2288468342	9033 Baseline Rd, Columbus, OH, 43282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108852	ENR	Andrew Crawford	1945-10-27	—	—	5392 Grand Ave, Tempe, AZ, 85297	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103025	ENR	Michelle Hart	1968-01-18	UHC-23159-40	2959161993	96 Willow Ct, Orlando, FL, 32899	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129845	ENR	Michael Q Simpson	1954-08-26	UHC-64894-03	2356808576	8696 Oak St, Scottsdale, AZ, 85265	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140542	ENR	John G Allen	1966-07-19	UHC-13241-71	6447531765	4795 Maple Ave, Fresno, CA, 93713	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121870	ENR	Jessica Ortiz	1951-08-01	UHC-13407-93	2284701149	7197 Main St, Atlanta, GA, 30398	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103619	ENR	Katherine K Turner	1953-12-05	UHC-72280-81	8676985424	7485 Lake View Rd, Seattle, WA, 98138	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134304	ENR	Elizabeth X Adams	2008-05-23	UHC-26479-98	5267908827	6965 Pine Dr, Orlando, FL, 32814	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106507	ENR	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109876	ENR	Lawrence J Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr, Denver, CO, 80281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133041	ENR	Mariana Campbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128593	ENR	Gregory Q Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128934	ENR	Aisha Knight	1989-12-02	UHC-67772-21	9625929286	7610 Mesa Dr, Eden Prairie, MN, 55397	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125149	ENR	Nicholas M Williams	1971-03-10	UHC-71075-39	4594974434	9666 Pine Dr, Nashville, TN, 37293	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-119682	ENR	Willie E Vega	1966-02-26	—	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-131030	ENR	Dot M Walker	1977-01-10	UHC-49183-67	6146452238	7010 Harbor Blvd, Denver, CO, 80231	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116960	ENR	Ryan D Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113979	ENR	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114499	ENR	Paul H Howell	1968-11-17	UHC-90978-39	3039472238	5171 Sunset Blvd, Tucson, AZ, 85755	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136181	ENR	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108756	ENR	Katherine Contreras	2008-08-11	UHC-56653-97	—	5484 Mountain View Dr, San Diego, CA, 92100	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123708	ENR	Yuki M Murphy	1946-05-16	UHC-24467-37	7952192534	9111 Jefferson Ave, Fresno, CA, 93759	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139896	ENR	Magaret I Jordan	1985-06-26	UHC-43705-52	6437042374	4851 Harbor Blvd, Denver, CO	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120936	ENR	Hunter Z Priya	1954-01-20	UHC-29271-30	9786209617	800 Union St, Jacksonville, FL, 32226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104272	ENR	Arthur M Hall	1938-11-24	UHC-87611-37	2655323170	6568 Cedar Ln, Chandler, AZ, 85245	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-107782	ENR	Elijah Gutierrez	1956-03-07	UHC-30192-34	9134951749	4457 Sunset Blvd, Mesa, AZ, 85227	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137627	ENR	Kelly Howell	1959-06-26	UHC-34719-56	4817739782	4015 Washington St, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139003	ENR	Kayla George	1989-03-06	UHC-86535-31	7773757923	4785 Lake View Rd, Charlotte, NC, 28203	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120052	ENR	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	8514 Ridge Rd, Atlanta, GA, 30330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129147	ENR	Samuel Perkins	1969-08-26	UHC-03433-45	6179691045	514 Meadow Ln Apt 30, Los Angeles, CA, 90033	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129400	ENR	Sara M Matthews	2006-12-07	UHC-87077-35	8944280578	3547 Highland Ave, Tucson, AZ, 85724	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109347	ENR	Arjun Robinson	1993-04-08	UHC-87526-10	2673156991	9798 River Rd, Charlotte, NC, 28239	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more

13,989 rows, page 117 of 280Previous Next