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 “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
ENR-108807	ENR	Kevyn Y Morales	1979-01-27	UHC-62300-50	5053596378	4266 Mountain View Dr, Houston, TX, 77018	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116891	ENR	Danielle Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137438	ENR	Gloria E Le	1946-04-05	UHC-07005-78	3559433540	8903 Market St, Sacramento, CA, 95887	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133415	ENR	Heaather Carr	1966-07-04	UHC-15089-19	5015970409	3767 Camelback Rd, Nashville, TN, 37248	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114827	ENR	Jeryr Greene	1968-01-26	UHC-94768-06	—	2570 Bayshore Dr, Mesa, AZ, 85222	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122749	ENR	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101393	ENR	Amy Daniels	1973-11-25	UHC-00521-44	8127270983	9089 Forest Ave, Los Angeles, CA, 90061	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121417	ENR	William O Gonzalez	1950-12-08	UHC-18054-50	3376291105	3013 Oak St, Fresno, CA, 93762	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123127	ENR	Brian P Clark	1987-06-26	UHC-00086-75	4648695616	5121 Palm Dr, Charlotte, NC, 28210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134962	ENR	Dennise Carroll	1982-01-17	UHC-81260-37	3689136886	5475 Willow Ct, Houston, TX, 77046	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113805	ENR	Walter Moreno	1948-02-08	UHC-57962-48	2207894625	968 Park Pl, Charlotte, NC, 28220	0.74	Name re-cased Member ID reformatted City re-cased Email lower-cased+3 more
ENR-121084	ENR	Brian N Santiago	1966-02-12	UHC-08803-03	9188576749	2137 Ocean Ave, Minneapolis, MN, 55482	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138848	ENR	Mason Carlson	1946-09-16	UHC-73897-98	7308679771	9434 Willow Ct, Orlando, FL, 32806	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127092	ENR	Margaret W Carlson	1982-05-22	UHC-27339-67	5708797604	4067 Ridge Rd, Plano, TX, 75003	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139855	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139854	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104875	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141599	ENR	Ahmed E Silva	1986-03-04	UHC-14575-83	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142967	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138302	ENR	Martha H Jacobs	1986-12-16	UHC-57381-01	9062861168	5562 Canyon Rd, San Diego, CA, 92133	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122671	ENR	Madison V Weber	1972-03-07	UHC-85127-96	2629504308	1549 Broadway, Glendale, AZ, 85363	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115317	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ, 85229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-111228	ENR	Larry Spencer	1961-04-01	UHC-08518-76	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118247	ENR	Ahmed Sandoval	1942-02-10	UHC-43337-02	5284721276	84 Church St, Gilbert, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114448	ENR	David Rojas	1995-04-13	UHC-66034-48	9637690220	2822 Meadow Ln, Miami, FL, 33194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129694	ENR	Harold Bailey	2007-09-09	UHC-17627-24	5566843039	960 Grand Ave, Tempe, AZ, 85231	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103045	ENR	Matthew Allen	1988-07-11	UHC-24160-93	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129272	ENR	Dylan Spencer	1983-12-07	UHC-10683-64	2294911421	5183 Union St, Minneapolis, MN, 55440	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141854	ENR	Richardson L Gloria	1991-07-27	UHC-52235-63	9204472061	1011 Indian School Rd, Tempe, AZ, 85227	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133533	ENR	Santiago Graham	1960-05-11	UHC-34126-09	6497511756	4764 Park Pl, Tampa, FL, 33624	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136894	ENR	Sandra Lane	1941-02-01	UHC-33329-64	6703601291	3444 Canyon Rd, Fresno, CA, 93799	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103268	ENR	Kenneth V Richardson	1973-01-05	UHC-17438-50	4573917830	6142 Church St, Austin, TX, 78763	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109156	ENR	Juan Burton	1964-08-28	UHC-41210-57	3049306488	7543 Ridge Rd, Los Angeles, CA, 90005	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105906	ENR	Wilile Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124232	ENR	Noah G Munoz	1974-01-26	UHC-18911-31	7644842166	5381 Pine Dr, Houston, TX, 77095	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105442	ENR	Justin M Sandoval	1948-12-05	UHC-34001-08	5837578478	6564 Mesa Dr, Fresno, CA, 93792	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114582	ENR	Scutt A Brown	1993-02-07	UHC-85303-69	8308421400	5537 Main St, Miami, FL, 33123	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109344	ENR	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100668	ENR	Christine Simpson	1941-04-10	UHC-03299-46	4546248511	5334 Jefferson Ave, Tempe, AZ, 85280	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106305	ENR	Justin D Evans	1968-06-01	UHC-25755-07	—	4255 Apache Blvd, Denver, CO, 80200	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119836	ENR	Ryan Q Freeman	1978-05-22	UHC-74150-37	6888579676	6031 Ridge Rd, Sacramento, CA, 95816	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133237	ENR	Samantha R Palmer	2008-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA, 90049	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124130	ENR	Stephen Robertson	1983-07-21	UHC-16280-18	3469499967	9329 Canyon Rd, Charlotte, NC, 28263	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139701	ENR	Russell Matthews	2002-06-26	UHC-10245-84	3513975523	288 Desert Sky Blvd, San Antonio, TX, 78282	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108344	ENR	Matt Nichols	1947-10-03	UHC-90051-49	3185639127	3063 Central Ave, Atlanta, GA, 30337	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113059	ENR	Amber A Howlel	1967-03-16	UHC-88592-44	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130273	ENR	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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