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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121761	ENR	Jean Richardson	1970-11-07	UHC-82446-21	8238945515	8419 Desert Sky Blvd, Atlanta, GA, 30334	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114748	ENR	Eric Rios	1966-11-30	UHC-71144-96	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-123997	ENR	Carolyn Q Arnold	1948-10-11	UHC-37886-84	4446780495	9558 Union St, Houston, TX, 77098	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110196	ENR	Betty D George	1967-06-19	UHC-66335-22	4162449797	3006 Cedar Ln, Seattle, WA, 98164	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101901	ENR	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-135865	ENR	Brittany Henry	2006-05-01	UHC-69980-47	2609497641	677 Highland Ave, Atlanta, GA, 30387	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124236	ENR	James Q Torres	1979-05-03	UHC-15723-81	6245721999	1992 Central Ave, Nashville, TN, 37225	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-109123	ENR	Austiin Flres	1945-03-14	UHC-47993-55	3758894172	571 Desert Sky Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140467	ENR	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138203	ENR	Roger J Lawrence	1963-10-28	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126337	ENR	Julia P Mason	1972-01-02	UHC-75209-77	5192218721	2791 Elm St, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105404	ENR	Amanda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121165	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-103743	ENR	Alex V Contreras	1954-03-12	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135218	ENR	Olivia Porter	1947-09-16	UHC-19058-90	7562658673	5621 Park Pl, Houston, TX, 77017	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-108856	ENR	Lisa Q McCoy	1991-08-11	UHC-79039-57	—	977 Indian School Rd, Glendale, AZ, 85359	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130714	ENR	Jordan Meyer	1946-01-10	UHC-72377-28	8734188330	2555 Valley View Dr, Los Angeles, CA, 90060	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-142818	ENR	Liz F Santos	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112032	ENR	Sean Y Phillips	1946-11-03	UHC-68068-92	2476165218	5157 Apache Blvd, Mesa, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124024	ENR	Evelyn Evans	1988-03-04	—	8108481036	549 Grand Ave, Gilbert, AZ, 85249	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-107040	ENR	Sean G Collins	1995-06-27	UHC-91688-56	8065619254	3968 Elm St, Chandler, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,326 rows, page 72 of 147Previous Next