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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426610	CLM	Barb Johnston	1973-12-10	UHC-24731-68	8266139748	7133 Apache Blvd, Tampa, FL, 33651	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
ENR-118379	ENR	Christine Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased
CLM-415365	CLM	Arjun J Hart	1977-06-09	UHC-92843-04	—	4075 Lincoln Way, Miami, FL, 33187	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-116481	ENR	Stevn Y Fuller	1957-03-11	UHC-51126-80	8333982695	9689 Jefferson Ave, Las Vegas, NV, 89186	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-117047	ENR	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	3458 Oak St Apt 38, San Antonio, TX, 78282	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
CLM-423201	CLM	Charlotte Richards	1938-04-21	UHC-72303-37	—	2821 Canyon Rd, Plano, TX, 75028	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-115263	ENR	Lawrece E Mejia	1964-12-23	UHC-44229-83	9603319548	8170 Church St, Tucson, AZ, 85727	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
CLM-408160	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-408159	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-109371	ENR	Brandon Yang	2020-08-16	UHC-45397-06	5734770055	6100 Main St, Nashville, TN, 37233	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-431872	CLM	Charles Stevens	2004-01-25	UHC-12624-66	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130743	ENR	Edwaard Spencer	1965-03-02	UHC-21630-91	7544692371	2549 Apache Blvd, Minneapolis, MN, 55426	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-100907	ENR	Melissa H Espinoza	1953-11-24	UHC-88231-39	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased
ENR-128383	ENR	Santiago D Ellis	1961-10-14	UHC-01665-48	5914105406	7385 Lake View Rd, Atlanta, GA, 30333	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-113461	ENR	Paul Y Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-422943	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-422942	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-412872	CLM	Nancy L Tran	1968-05-04	UHC-46507-42	9308262631	3686 Union St, Phoenix, AZ, 85010	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-104739	ENR	Nciholas Q Carlsno	1975-09-13	UHC-70811-71	4556286156	—	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-101118	ENR	Danielle R Hart	2002-05-09	UHC-09813-33	—	746 Washington St, Minneapolis, MN, 55428	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-408992	CLM	Kathy Clark	1999-06-28	UHC-53597-08	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-406425	CLM	Elijah E Lawrence	—	UHC-97485-21	—	—	0.80	Date of birth missing Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404329	CLM	Ana R Banks	1968-01-12	UHC-34703-52	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
ENR-137908	ENR	Grace Y Palmar	2008-06-23	UHC-85177-59	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-132922	ENR	Mariana P Sullivan	1979-11-09	UHC-95577-94	—	634 Union St, Jacksonville, FL, 32227	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-110794	ENR	Abby V Woods	1967-06-22	UHC-93294-76	5362855879	8938 Camelback Rd, Jacksonville, FL, 32262	0.80	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed
CLM-427733	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116297	ENR	Linda A Perkins	2004-01-21	UHC-11519-51	3203538246	2599 Indian School Rd, Eden Prairie, MN, 55342	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-117664	ENR	Joe C Tran	1948-01-21	UHC-70624-20	—	5524 Oak St, Los Angeles, CA, 90094	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-138695	ENR	Keith C Ortiz	1970-08-13	UHC-14926-80	6932542462	4859 Main St, Miami, FL, 33119	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-109131	ENR	Dennis Stephens	1971-12-20	UHC-47797-27	2939222173	1079 Indian School Rd, Glendale, AZ, 85337	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-127887	ENR	Mari P Luna	1998-08-15	UHC-89693-76	4407334607	801 Indian School Rd, Glendale, AZ, 85332	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised
ENR-126944	ENR	Philip Ward	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-124922	ENR	Sophia Q Dean	1942-10-01	UHC-13490-98	5362665784	1036 River Rd, Chandler, AZ, 85242	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-430527	CLM	Andrea Dean	1993-10-02	UHC-48771-18	—	1987 Meadow Ln, Tempe, AZ, 85201	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110962	ENR	Linda Lopez	1984-05-27	UHC-66609-08	9573082904	5877 Washington St, Tucson, AZ, 85724	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-402694	CLM	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	6758 Highland Ave, Orlando, FL, 32887	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
ENR-127244	ENR	Kathryn Kelley	1941-03-05	UHC-23952-71	8497812510	5269 Washington St, Nashville, TN, 37265	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-138921	ENR	Shirley Q Rojas	1966-01-02	UHC-61087-91	7065069754	4695 Indian School Rd, Fresno, CA, 93760	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-135426	ENR	Hioshi D Wheeler	1979-06-24	UHC-36036-15	7816863893	1173 Sunset Blvd, Orlando, FL, 32816	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-133349	ENR	Gregory T Tucker	1959-01-20	UHC-79367-81	—	5215 Mountain View Dr, Columbus, OH, 43294	0.80	Member ID reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-406254	CLM	Linda Wood	—	UHC-88685-49	—	4941 Highland Ave, Columbus, OH, 43231	0.80	Name re-cased Date of birth unreadable Member ID reformatted Placeholder values cleared
CLM-422874	CLM	Zachary Greene	1992-12-26	UHC-69793-13	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27798	PRV	Gerald Robertson	1945-09-20	UHC-52253-14	3807900615	2789 Palm Dr Apt 26, Phoenix, AZ, 85083	0.80	Date of birth reformatted Member ID reformatted Unit split from street Placeholder values cleared
ENR-141189	ENR	Adam E Carroll	1971-03-14	UHC-50284-55	4687552486	3751 Camelback Rd, Tempe, AZ, 85261	0.80	Name re-cased Member ID reformatted Email lower-cased Gender normalised
CLM-430735	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-130411	ENR	Lawrence A Burke	1977-05-04	UHC-61817-32	2115463780	4645 Pine Dr, Houston, TX, 77092	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
TPA-50606	TPA	Jose Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL, 32210	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-134367	ENR	Sandra Evans	1977-08-19	UHC-74121-21	4678226975	4678 Spring St, Tampa, FL, 33684	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-428840	CLM	Samantha Bell	1970-12-02	UHC-53711-81	6409890536	5505 Church St, Tampa, FL, 33695	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared

7,723 rows, page 118 of 155Previous Next