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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59850	TPA	Sara Matthews	—	—	—	—	0.68	Name re-cased Date of birth unreadable SSN last four extracted Placeholder values cleared
ENR-128553	ENR	Wayne J Crawford	1993-06-07	UHC-19028-63	9612682586	3186 Elm St, Houston, TX, 77091	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-100300	ENR	Gerald Knight	1963-02-06	UHC-94266-68	4744859616	2508 Highland Ave # 178, Phoenix, AZ, 85026	0.68	Member ID reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-116004	ENR	Ronald F Lopez	1972-12-10	UHC-48458-09	9682469915	168 Camelback Rd, San Diego, CA, 92132	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
CLM-400030	CLM	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-140817	ENR	Bryan Ortega	1959-02-07	UHC-63848-87	7888024049	6900 Union St, San Antonio, TX, 78226	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
CLM-432543	CLM	Paul P Kelly	1989-01-13	UHC-35201-48	—	7184 Apache Blvd, Seattle, WA, 98118	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124146	ENR	Dorothy Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-122829	ENR	Zachary D Barnes	1954-07-17	UHC-67196-39	8039341074	3835 Camelback Rd, Austin, TX, 78759	0.68	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed
ENR-127375	ENR	Debra Estrada	1964-10-01	UHC-99124-42	5718802295	3265 Elm St # 179, Fresno, CA, 93753	0.68	Phone reformatted SSN last four extracted Unit split from street Plan code upper-cased
ENR-133536	ENR	Emily A Dunn	1957-02-18	UHC-08115-31	5296966505	3708 Lake View Rd, Houston, TX, 77032	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-121265	ENR	Megan Diaz	1959-07-04	UHC-14111-62	2518813448	6636 Market St, Plano, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed
ENR-117297	ENR	Mason X Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd Apt 28, Scottsdale, AZ, 85237	0.68	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street
ENR-115199	ENR	Gary Green	1981-07-19	UHC-39021-35	3559138172	—	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-111352	ENR	Ralph Le	1950-06-26	UHC-25349-55	4285346230	513 Highland Ave, Eden Prairie, MN, 55341	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
PRV-23312	PRV	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-429220	CLM	Aisha Larson	1949-09-22	—	—	3250 Broadway, Eden Prairie, MN	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-116684	ENR	Tyler Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St # 841, Chandler, AZ, 85260	0.68	Phone reformatted SSN last four extracted Unit split from street Email lower-cased
ENR-118565	ENR	Diego Ellis	1986-10-03	UHC-94212-77	4234890689	7247 Broadway # 286, Plano, TX, 75037	0.68	SSN last four extracted Unit split from street Address re-cased Whitespace trimmed
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-423507	CLM	Peter Harper	1957-04-15	UHC-87117-06	2522107241	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-113701	ENR	Richard Q Carr	1986-02-06	UHC-23882-59	2556807349	6116 Ridge Rd, Plano, TX, 75009	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-127993	ENR	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.68	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code
TPA-52125	TPA	Kayla Williamson	2008-07-14	—	—	9478 Jefferson Ave, Columbus, OH, 43221	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405725	CLM	Frank Parker	1971-08-04	—	6717940339	4004 Hillcrest Rd, Chandler, AZ, 85251	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-425763	CLM	Theresa Olson	1996-07-03	UHC-42656-48	—	9830 Broadway, Houston, TX, 77004	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Whitespace trimmed
ENR-125519	ENR	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
CLM-413587	CLM	Whie Melissa	2000-05-10	UHC-48799-02	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-100912	ENR	Randy Myers	1965-01-11	UHC-81110-70	6085909804	5633 Mesa Dr # 891, San Antonio, TX, 78256	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-139443	ENR	Samuel Greene	1986-09-25	UHC-20128-89	—	2210 Main St, Charlotte, NC, 28213	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
CLM-413315	CLM	Paul Garza	1996-02-09	UHC-07864-19	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-115194	ENR	Heather Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St, Seattle, WA, 98188	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-109644	ENR	VJunk	1983-02-19	UHC-44572-22	4457481021	296 Washington St, Jacksonville, FL, 32228	0.68	Phone reformatted SSN last four extracted Placeholder values cleared No usable name (quarantined)
PRV-22259	PRV	Tyler Ellis	1964-06-11	UHC-57220-44	8316687261	9799 Maple Ave, Las Vegas, NV, 89140	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
CLM-400403	CLM	Patrick H Foster	2001-08-21	UHC-07454-34	2723026646	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51415	TPA	Jackie K Allen	1974-05-11	—	—	7384 Palm Dr, Plano, TX, 75039	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
ENR-114676	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411192	CLM	Brandoon Bennett	1950-02-23	UHC-33676-78	—	3332 Bayshore Dr, Sacramento, CA	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106487	ENR	Bobby I Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401093	CLM	Donald Park	1995-07-25	UHC-31519-50	—	8179 Church St, Miami, FL, 33175	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60561	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
PRV-28012	PRV	Christine Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-413438	CLM	Alan Sanchez	1966-11-25	—	—	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-420074	CLM	Vicky Salazar	1970-06-13	UHC-74312-49	—	9172 Lake View Rd, Los Angeles, CA, 90071	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared

2,817 rows, page 43 of 57Previous Next